基于多核数据合成的离线小数据驱动的进化算法

李二超,刘昀

Offline small data-driven evolutionary algorithm based on multi-kernel data synthesis

Erchao LI,Yun LIU

表 5 dm取不同值时DDEA-MKDS在Ellipsoid与Rastrigin问题上的优化结果

Tab.5 Optimization result of DDEA-MKDS on Ellipsoid and Rastrigin when dm takes different values

问题 d dm=5 dm=20 dm=40 dm=60 dm=80 dm=100 dm=120 Ellipsoid 10 2.90±1.92 1.56±1.44 0.92±0.96 0.79±0.73 1.24±1.60 0.93±1.02 1.24±1.34 Ellipsoid 50 78.96±26.00 38.55±20.31 33.67±15.68 27.88±9.13 30.44±13.83 30.71±19.06 25.34±16.28 Ellipsoid 100 533.97±134.03 360.59±84.39 265.83±53.41 252.72±52.58 277.75±63.42 262.33±46.02 264.12±81.76 Rastrigin 10 80.36±24.35 46.61±31.06 40.37±29.60 42.23±46.46 49.75±35.83 40.66±28.60 30.73±21.73 Rastrigin 50 381.77±75.94 279.04±115.55 202.29±63.64 184.75±61.41 188.77±68.81 186.22±120.27 218.12±101.16 Rastrigin 100 857.95±112.39 811.04±131.71 777.63±161.02 692.34±122.68 670.59±108.23 684.92±108.10 675.76±126.05 Friedman Rank 7.00 5.83 3.67 2.17 3.75 2.83 2.75 p 0.000 0.003 0.229 NA 0.204 0.593 0.640