Table 7 The IGDF values obtained by the competitive algorithms.
ID | Â | MOGWO | MOMVO | MOSSA | MOSMA | MOPSO | MOIPSO |
|---|---|---|---|---|---|---|---|
TP1 | Mean | 8.5468E−03 | 6.5198E−03 | 2.2995E−02 | 8.1294E−03 | 5.9222E−03 | 2.5257E−03 |
|  | Std | 2.1846E−03 | 8.7371E−04 | 1.9206E−03 | 1.6857E−03 | 7.1728E−04 | 1.0467E−04 |
TP2 | Mean | 9.5515E−03 | 2.7285E−02 | 2.6095E−02 | 1.5083E−02 | 6.3341E−02 | 1.4024E−02 |
|  | Std | 5.3821E−03 | 4.0687E−02 | 6.4527E−03 | 4.7220E−03 | 2.1218E−02 | 6.1126E−03 |
TP3 | Mean | 5.2788E−03 | 1.2015E−02 | 2.3158E−02 | 3.8380E−03 | 6.7240E−03 | 2.3493E−03 |
|  | Std | 1.0048E−03 | 1.7366E−03 | 3.7457E−03 | 3.4025E−04 | 3.8293E−03 | 1.0988E−04 |
TP4 | Mean | 6.8661E−03 | 5.9506E−03 | 1.9459E−02 | 8.1946E−03 | 5.5405E−03 | 2.4257E−03 |
|  | Std | 1.6371E−03 | 1.0731E−03 | 1.7409E−03 | 1.7700E−03 | 9.9526E−04 | 9.1353E−05 |
TP5 | Mean | 9.6554E−03 | 1.1415E−02 | 1.9608E−02 | 5.7720E−03 | 5.2897E−03 | 2.4703E−03 |
|  | Std | 3.6857E−03 | 1.0814E−03 | 2.2468E−03 | 2.3748E−03 | 2.1804E−03 | 6.5773E−05 |
TP6 | Mean | 3.9180E−03 | 7.1973E−03 | 1.8353E−02 | 5.6569E−03 | 1.0443E−02 | 2.6470E−03 |
|  | Std | 2.9480E−04 | 9.1862E−04 | 3.6170E−03 | 2.8656E−03 | 4.0691E−03 | 1.2958E−04 |
TP7 | Mean | 2.0317E−02 | 2.6278E−01 | 1.8574E−01 | 1.2595E−01 | 3.0559E−01 | 5.8823E−02 |
|  | Std | 2.2433E−02 | 9.8250E−02 | 4.0910E−02 | 4.9416E−02 | 2.5900E−01 | 1.0787E−01 |
TP8 | Mean | 2.1159E−02 | 3.7910E−02 | 5.4262E−02 | 3.0324E−02 | 2.2897E−01 | 1.1606E−02 |
|  | Std | 2.9810E−03 | 4.4885E−03 | 7.3646E−03 | 7.9532E−03 | 3.3599E−01 | 1.6913E−03 |
TP9 | Mean | 5.6436E−03 | 1.0715E−02 | 1.8578E−02 | 1.5423E−02 | 7.3809E−03 | 2.1252E−03 |
|  | Std | 2.1447E−03 | 1.4405E−02 | 3.2678E−03 | 8.2066E−03 | 4.9186E−03 | 1.3988E−04 |
TP10 | Mean | 2.7850E−02 | 5.2242E−02 | 6.8782E−02 | 2.5594E−02 | 9.8962E−02 | 1.3106E−02 |
|  | Std | 4.5880E−03 | 5.9846E−03 | 1.0115E−02 | 1.2280E−02 | 1.5347E−01 | 1.1319E−03 |
TP11 | Mean | 2.1591E−01 | 1.3991E−01 | 1.5700E−01 | 1.2130E−01 | 2.1808E−01 | 9.1685E−02 |
|  | Std | 6.6061E−02 | 1.9874E−02 | 1.6267E−02 | 1.9979E−02 | 9.6049E−02 | 3.6316E−03 |
TP12 | Mean | 2.2511E−01 | 1.3157E−01 | 1.8893E−01 | 1.5000E−01 | 4.1425E−01 | 9.2759E−02 |
|  | Std | 5.6969E−02 | 2.1701E−02 | 2.9966E−02 | 1.8690E−02 | 1.6347E−01 | 3.5739E−03 |
TP13 | Mean | 8.1370E−03 | 4.7153E−03 | 1.8535E−02 | 5.6284E−02 | 3.5475E−02 | 3.1957E−03 |
|  | Std | 3.1754E−03 | 2.8659E−04 | 3.0599E−03 | 1.6803E−02 | 2.8777E−02 | 2.6221E−04 |
TP14 | Mean | 1.3649E−01 | 1.4035E−01 | 1.7659E−01 | 1.6332E−01 | 2.3852E−01 | 9.8903E−02 |
|  | Std | 1.7283E−02 | 1.3265E−02 | 1.5188E−02 | 1.6619E−02 | 1.7749E−01 | 7.4769E−03 |
TP15 | Mean | 1.2513E−01 | 1.4636E−01 | 1.8341E−01 | 1.4710E−01 | 1.9297E−01 | 1.0291E−01 |
|  | Std | 9.8741E−03 | 1.5911E−02 | 1.6693E−02 | 1.6311E−02 | 8.4177E−02 | 1.2630E−02 |
TP16 | Mean | 1.9877E−01 | 2.4343E−01 | 2.6583E−01 | 1.4885E−01 | 6.1912E−01 | 1.9415E−01 |
|  | Std | 1.1636E−03 | 4.8728E−02 | 3.9451E−02 | 4.4732E−02 | 4.2749E−01 | 4.2011E−04 |
TP17 | Mean | 1.0328E−01 | 1.1700E−01 | 1.3641E−01 | 7.6933E−02 | 4.6011E−01 | 9.5413E−02 |
|  | Std | 2.6676E−03 | 5.6220E−03 | 8.7409E−03 | 7.4139E−03 | 5.1952E−01 | 1.7723E−03 |
TP18 | Mean | 9.1022E−02 | 8.6010E−02 | 9.6766E−02 | 6.8602E−02 | 8.6905E−02 | 8.3046E−02 |
|  | Std | 4.4171E−03 | 1.5945E−03 | 4.6806E−03 | 4.5128E−03 | 2.5132E−03 | 1.7015E−04 |
TP19 | Mean | 1.6210E−01 | 1.7599E−01 | 2.0472E−01 | 1.4492E−01 | 2.0303E−01 | 1.4756E−01 |
|  | Std | 6.4253E−03 | 1.2161E−02 | 1.6993E−02 | 9.0120E−03 | 9.1653E−02 | 1.5241E−03 |
TP20 | Mean | 3.0629E−01 | 2.4575E−01 | 2.7787E−01 | 2.1402E−01 | 4.0929E−01 | 2.0256E−01 |
|  | Std | 3.8097E−02 | 1.7685E−02 | 2.8653E−02 | 1.2033E−02 | 1.3565E−01 | 5.7944E−03 |
TP21 | Mean | 2.0525E−01 | 2.3107E−01 | 2.6502E−01 | 2.3167E−01 | 2.5890E−01 | 1.9284E−01 |
|  | Std | 1.7583E−02 | 1.2726E−02 | 1.1410E−02 | 1.0414E−02 | 7.1277E−02 | 5.4464E−03 |
TP22 | Mean | 2.5635E−01 | 2.0709E−01 | 2.1965E−01 | 1.9569E−01 | 2.4508E−01 | 1.6687E−01 |
|  | Std | 5.7817E−02 | 1.5214E−02 | 9.0920E−03 | 1.4996E−02 | 5.3930E−02 | 2.9362E−03 |
TP23 | Mean | 3.5603E−01 | 3.0741E−01 | 3.1226E−01 | 2.5393E−01 | 5.1035E−01 | 2.5171E−01 |
|  | Std | 5.1100E−02 | 3.7120E−02 | 1.3942E−02 | 1.0111E−02 | 1.7163E−01 | 5.0916E−03 |
TP24 | Mean | 2.7442E−01 | 2.4468E−01 | 2.5727E−01 | 2.2052E−01 | 3.1200E−01 | 2.0833E−01 |
|  | Std | 5.0324E−02 | 1.1122E−02 | 1.2080E−02 | 1.5772E−02 | 9.8288E−02 | 4.8848E−03 |