Table 2 Statistical results for SP of the investigated techniques.
Benchmark problems | Approaches | Mean | Median | STDDev. | Worst | Best |
|---|---|---|---|---|---|---|
UF1 | MOPSO | 0.009 | 0.009 | 0.003 | 0.015 | 0.007 |
MOEA/D | 0.004 | 0.004 | 0.002 | 0.007 | 0.002 | |
MOGWO | 0.013 | 0.005 | 0.015 | 0.047 | 0.001 | |
Proposed IMOWOA | 0.013 | 0.012 | 0.004 | 0.021 | 0.010 | |
UF2 | MOPSO | 0.008 | 0.008 | 0.002 | 0.013 | 0.006 |
MOEA/D | 0.009 | 0.009 | 0.001 | 0.011 | 0.008 | |
MOGWO | 0.010 | 0.008 | 0.003 | 0.016 | 0.007 | |
Proposed IMOWOA | 0.011 | 0.010 | 0.004 | 0.018 | 0.008 | |
UF3 | MOPSO | 0.007 | 0.007 | 0.002 | 0.010 | 0.005 |
MOEA/D | 0.027 | 0.025 | 0.021 | 0.064 | 0.001 | |
MOGWO | 0.047 | 0.049 | 0.015 | 0.072 | 0.016 | |
Proposed IMOWOA | 0.053 | 0.056 | 0.017 | 0.081 | 0.018 | |
UF4 | MOPSO | 0.007 | 0.007 | 0.001 | 0.008 | 0.006 |
MOEA/D | 0.007 | 0.007 | 0.001 | 0.009 | 0.006 | |
MOGWO | 0.010 | 0.009 | 0.004 | 0.017 | 0.006 | |
Proposed IMOWOA | 0.011 | 0.010 | 0.004 | 0.020 | 0.007 | |
UF5 | MOPSO | 0.005 | 0.005 | 0.004 | 0.012 | 0.000 |
MOEA/D | 0.003 | 0.000 | 0.006 | 0.016 | 0.000 | |
MOGWO | 0.155 | 0.089 | 0.165 | 0.520 | 0.009 | |
Proposed IMOWOA | 0.173 | 0.100 | 0.185 | 0.583 | 0.010 | |
UF6 | MOPSO | 0.021 | 0.013 | 0.033 | 0.113 | 0.002 |
MOEA/D | 0.006 | 0.000 | 0.013 | 0.031 | 0.000 | |
MOGWO | 0.015 | 0.011 | 0.013 | 0.042 | 0.002 | |
Proposed IMOWOA | 0.017 | 0.013 | 0.014 | 0.048 | 0.002 | |
UF7 | MOPSO | 0.007 | 0.007 | 0.003 | 0.013 | 0.003 |
MOEA/D | 0.005 | 0.004 | 0.003 | 0.012 | 0.001 | |
MOGWO | 0.008 | 0.006 | 0.009 | 0.032 | 0.000 | |
Proposed IMOWOA | 0.009 | 0.006 | 0.010 | 0.036 | 0.000 | |
UF8 | MOPSO | 0.027 | 0.027 | 0.008 | 0.045 | 0.016 |
MOEA/D | – | – | – | – | – | |
MOGWO | 0.007 | 0.005 | 0.005 | 0.019 | 0.004 | |
Proposed IMOWOA | 0.030 | 0.029 | 0.009 | 0.050 | 0.017 | |
UF9 | MOPSO | 0.024 | 0.024 | 0.004 | 0.031 | 0.017 |
MOEA/D | – | – | – | – | – | |
MOGWO | 0.018 | 0.019 | 0.006 | 0.029 | 0.007 | |
Proposed IMOWOA | 0.020 | 0.021 | 0.007 | 0.032 | 0.007 | |
UF10 | MOPSO | 0.020 | 0.021 | 0.004 | 0.027 | 0.016 |
MOEA/D | – | – | – | – | – | |
MOGWO | 0.026 | 0.024 | 0.015 | 0.055 | 0.000 | |
Proposed IMOWOA | 0.022 | 0.023 | 0.004 | 0.030 | 0.017 |