基于多核数据合成的离线小数据驱动的进化算法
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李二超,刘昀
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Offline small data-driven evolutionary algorithm based on multi-kernel data synthesis
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Erchao LI,Yun LIU
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| 表 2 DDEA-MKDS与各变体算法在Ellipsoid与Rastrigin问题上的优化结果 |
| Tab.2 Optimization result of DDEA-MKDS and other various algorithm on Ellipsoid and Rastrigin |
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| 问题 | d | DDEA-MKDS | DDEA-MKDS(h/n) | DDEA-RBFN(h) | DDEA-MKDS(g) | DDEA-RBFN | | Ellipsoid | 10 | 0.79±0.73 | 60.57±35.39(+) | 2.83±2.18(+) | 3.10±1.97(+) | 50.96±54.94(+) | | 30 | 5.58±2.99 | 422.51±574.92(+) | 10.23±5.03(≈) | 36.28±14.82(+) | 4506.62±3160.73(+) | | 50 | 27.88±9.13 | 1317.62±1044.82(+) | 44.91±29.69(≈) | 63.95±26.79(+) | 19728.63±3086.11(+) | | 100 | 252.72±52.58 | 6072.01±2636.78(+) | 377.01±240.00(≈) | 370.92±133.13(+) | 68220.71±5090.82(+) | | Rastrigin | 10 | 42.23±26.46 | 138.32±30.58(+) | 70.23±29.99(+) | 67.95±24.70(≈) | 142.56±51.07(+) | | 30 | 95.41±61.47 | 331.56±32.75(+) | 233.53±93.44(+) | 178.98±85.91(≈) | 665.82±133.87(+) | | 50 | 184.75±61.41 | 540.96±69.72(+) | 393.08±159.99(+) | 300.36±68.50(+) | 1215.14±55.33(+) | | 100 | 692.34±122.68 | 1255.65±147.53(+) | 1120.25±492.24(+) | 759.84±59.12(+) | 2703.70±228.01(+) | | +/≈/− | NA | 8/0/0 | 5/3/0 | 6/2/0 | 8/0/0 |
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