Research Article
A Kriging Model-Based Expensive Multiobjective Optimization Algorithm Using R2 Indicator of Expectation Improvement
Table 5
The mean and standard deviation of the NR value of approximated Pareto set found by ParEGO, MaxMin, and EIR2-EMOA on all test functions.
| | ParEGO | MaxMin | EIR2 | Mean | Std | Mean | Std | Mean | Std |
| TEST1 | 0.6689 | 5.78E − 02 | 0.8711 | 2.52E − 02 | 0.8644 | 2.86E − 02 | TEST2 | 0.2883 | 2.95E − 02 | 0.6183 | 2.66E − 02 | 0.6017 | 2.54E − 02 | FON | 0.1867 | 4.50E − 02 | 0.4200 | 3.22E − 02 | 0.4367 | 7.33E − 02 | ZDT1 | 0.2611 | 1.76E − 02 | 0.2556 | 3.19E − 02 | 0.4522 | 3.31E − 02 | ZDT2 | 0.2478 | 6.87E − 02 | 0.2033 | 2.10E − 02 | 0.4311 | 3.77E − 02 | ZDT3 | 0.1242 | 2.17E − 02 | 0.1283 | 1.77E − 02 | 0.2958 | 2.95E − 02 | DTLZ2 | 0.2752 | 1.81E − 02 | 0.2733 | 2.49E − 02 | 0.4381 | 2.00E − 02 | DTLZ5 | 0.1652 | 1.27E − 02 | 0.1262 | 1.64E − 02 | 0.3529 | 1.09E − 02 | DTLZ7 | 0.1924 | 2.43E − 02 | 0.3686 | 6.87E − 02 | 0.5438 | 2.53E − 02 |
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