Incorporate Energy Strategy into Particle Swarm Optimizer Algorithm
- 期刊名字:東華大學(xué)學(xué)報(英文版)
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- 論文作者:ZHANG Lun,DONG De-cun,LU Yan,C
- 作者單位:College of Transportation Engineering
- 更新時間:2022-11-28
- 下載次數(shù):次
論文簡介
The issue of optimizing the dynamic parameters in Particle Swarm Optimizer (PSO) is addressed in this paper.An algorithm is designed which makes all particles originally endowed with a certain level energy, what here we define as EPSO (Energy Strategy PSO).During the iterative process of PSO algorithm, the Inertia Weight is updated according to the calculation of the particle's energy.The portion ratio of the current residual energy to the initial endowed energy is used as the parameter Inertia Weight which aims to update the particles' velocity efficiently.By the simulation in a graph theoritical and a functional optimization problem respectively, it could be easily found that the rate of convergence in EPSO is obviously increased.
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