摘要：Enlightened by distribution of creatures in natural ecology environment, the distributionpopulation-based genetic algorithm (DPGA) is presented in this paper. The searching capability ofthe algorithm is improved by competition between distribution populations to reduce the search *** method is applied to design of optimal parameters of PID controllers with examples, and thesimulation results show that satisfactory performances are obtained.