The hybrid genetic algorithm based on the niche's technology
Jiang Fengguo · Chinese Control Conference · 2010
Genetic arithmetic operators in genetic algorithm be improved, and a hybrid genetic algorithm of a gradient algorithm combining with the genetic algorithm be given against to the defects such as the prematurity, slow on the convergence rate, weak in the ability of local search, all those appeared on the progress of the genetic algorithm' iteration. The niche's technology be inducted due to the local optimal solution can easily appear on optimization of the multiply peak value. The analysis result indicates that not only the strong on the local search capacity of gradient algorithm be exhibited but also the strong on the general search capacity of genetic algorithm be combined based on the niche hybrid genetic algorithm, which make the capacity of convergence improve greatly. At the same time, the local optimal solution aroused in the optimization be avoided due to the niche technology be utilized, the hybrid genetic algorithm is an effective structural optimization method be proved in the computational example.