Problem | M | MOEA/D | KnEA | RVEA | RMMEDA | NTSEA |
WFG1 | 3 | 2.2551e−1 (8.95e−3)− | 1.8976e−1 (1.06e−2)− | 1.6252e−1 (6.28e−3)− | 2.0114e+0 (3.20e−2)− | 1.3694e−1 (2.01e−3) |
5 | 7.0428e−1 (1.92e−2)− | 4.1416e−1 (8.65e−3)− | 3.6739e−1 (5.90e−3)− | 2.4267e+0 (2.16e−2)− | 3.6350e−1 (2.77e−3) | |
8 | 1.5112e+0 (8.12e−2)− | 9.3737e−1 (2.29e−2) = | 9.7274e−1 (2.57e−2)− | 3.0178e+0 (2.92e−2)− | 9.2332e−1 (2.59e−2) | |
10 | 1.6968e+0 (7.98e−2)− | 1.0290e+0 (3.05e−2) = | 1.0508e+0 (2.30e−2)− | 3.3484e+0 (3.23e−2)− | 1.0160e+0 (2.00e−2) | |
WFG2 | 3 | 2.2678e−1 (2.13e−2)− | 1.8647e−1 (6.44e−3)− | 1.6778e−1 (3.87e−3)− | 2.5559e−1 (1.14e−2)− | 1.5170e−1 (1.13e−3) |
5 | 6.9240e−1 (3.43e−2)− | 4.5382e−1 (1.42e−2)− | 3.8316e−1 (6.03e−3) + | 9.0115e−1 (8.10e−2)− | 3.9530e−1 (1.80e−3) | |
8 | 1.7099e+0 (2.21e−2)− | 1.0696e+0 (3.31e−2)− | 9.9705e−1 (2.35e−2)− | 2.0392e+0 (6.96e−2)− | 9.4938e−1 (1.05e−2) | |
10 | 1.8275e+0 (1.93e−2)− | 1.1666e+0 (3.31e−2)− | 1.0525e+0 (2.71e−2) = | 2.3542e+0 (1.23e−1)− | 1.0672e+0 (6.94e−2) | |
WFG3 | 3 | 1.4067e−1 (1.23e−3)− | 9.4448e−2 (5.22e−3) + | 2.2199e−1 (1.47e−2)− | 2.4969e−1 (2.42e−2)− | 1.0149e−1 (9.08e−3) |
5 | 5.8992e−1 (8.00e−2)− | 4.6356e−1 (4.93e−2) = | 4.4463e−1 (1.39e−2) = | 9.8803e−1 (6.24e−2)− | 4.5152e−1 (5.60e−2) | |
8 | 3.5456e+0 (4.07e−1)− | 1.3871e+0 (2.47e−1) + | 2.0790e+0 (2.18e−1)− | 1.8120e+0 (1.25e−1)− | 1.5371e+0 (2.38e−1) | |
10 | 5.0555e+0 (1.51e−1)− | 1.8022e+0 (3.09e−1) = | 3.0600e+0 (2.64e−1)− | 2.0473e+0 (1.65e−1)− | 1.8402e+0 (1.60e−1) | |
WFG4 | 3 | 2.3617e−1 (4.09e−3)− | 2.4615e−1 (5.53e−3)− | 2.1183e−1 (3.56e−3)− | 3.3689e−1 (1.05e−2)− | 2.0403e−1 (1.17e−4) |
5 | 1.3347e+0 (6.28e−2)− | 1.0336e+0 (1.05e−2)− | 9.6710e−1 (5.99e−4) + | 1.3585e+0 (1.75e−2)− | 9.6876e−1 (1.35e−3) | |
8 | 6.4178e+0 (3.14e−1)− | 3.4251e+0 (4.23e−2)− | 2.9697e+0 (8.87e−3)− | 3.4526e+0 (2.52e−2)− | 2.9566e+0 (3.72e−3) | |
10 | 8.5158e+0 (4.35e−1)− | 4.5740e+0 (3.16e−2)− | 4.4425e+0 (2.52e−2) + | 4.5039e+0 (3.01e−2) + | 4.5486e+0 (1.22e−2) | |
WFG5 | 3 | 2.3234e−1 (3.12e−3)− | 2.5936e−1 (9.20e−3)− | 2.1665e−1 (8.56e−4)− | 3.1057e−1 (2.40e−2)− | 2.1446e−1 (1.28e−4) |
5 | 1.2587e+0 (4.18e−2)− | 1.0161e+0 (1.17e−2)− | 9.5917e−1 (2.30e−4)− | 1.2202e+0 (1.27e−2)− | 9.5834e−1 (5.38e−4) | |
8 | 6.0079e+0 (2.23e−1)− | 3.3475e+0 (3.21e−2)− | 2.9492e+0 (7.53e−3)− | 3.6061e+0 (5.31e−2)− | 2.9348e+0 (1.76e−3) | |
10 | 7.8851e+0 (2.04e−1)− | 4.5728e+0 (4.03e−2)− | 4.4214e+0 (2.20e−2) + | 4.7712e+0 (4.72e−2)− | 4.5211e+0 (1.37e−2) | |
WFG6 | 3 | 2.5848e−1 (1.42e−2)− | 2.8588e−1 (1.40e−2)− | 2.2503e−1 (1.14e−2) = | 3.4938e−1 (1.80e−2)− | 2.2378e−1 (9.42e−3) |