Research Article
Intelligent Warehouse Robot Scheduling System Using a Modified Nondominated Sorting Algorithm
Table 4
Experimental results of HV on several DTLZs (mean and standard deviation).
| Problem | M | NSGAII | IBEA | MBNSGAII |
| DTLZ1 | 2 | 5.8121e-1 (3.60e-4) - | 3.9969e-1 (1.87e-2) - | 5.8162e-1 (3.86e-4) | 3 | 8.2082e-1 (5.02e-3) - | 4.7837e-1 (5.50e-2) - | 8.3698e-1 (1.86e-3) | 5 | 6.9302e-1 (3.39e-1) - | 7.5172e-1 (4.51e-2) - | 9.7599e-1 (1.40e-3) |
| DTLZ2 | 2 | 3.4654e-1 (1.97e-4) - | 3.4613e-1 (2.17e-4) - | 3.4731e-1 (1.09e-4) | 3 | 5.2551e-1 (3.99e-3) - | 5.5477e-1 (1.48e-3) - | 5.5689e-1 (9.61e-4) | 5 | 6.7753e-1 (7.73e-3) - | 8.0904e-1 (1.36e-3) + | 8.0024e-1 (2.49e-3) |
| DTLZ3 | 2 | 3.4146e-1 (2.73e-3) = | 1.6879e-1 (3.86e-3) - | 3.4251e-1 (2.27e-3) | 3 | 4.5747e-1 (1.56e-1) - | 2.3645e-1 (9.09e-3) - | 5.4725e-1 (3.20e-3) | 5 | 4.0235e-1 (3.46e-1) - | 3.8077e-1 (6.39e-3) - | 8.0179e-1 (4.10e-3) |
| DTLZ4 | 2 | 2.9554e-1 (1.08e-1) - | 1.9305e-1 (1.32e-1) - | 3.2164e-1 (8.11e-2) | 3 | 4.8619e-1 (1.39e-1) = | 5.5574e-1 (9.75e-4) = | 4.7330e-1 (1.09e-1) | 5 | 6.8256e-1 (8.53e-3) - | 8.0150e-1 (2.60e-2) = | 8.0780e-1 (1.73e-3) |
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