A Population-Based Extremal Optimization Algorithm with Knowledge-Based Mutation

被引：0
|
作者：
Chen, Junfeng [1 ]
Xie, Yingjuan [1 ]
Chen, Hua [2 ]
机构：
[1] Hohai Univ, Coll IOT Engn, Changzhou 213022, Peoples R China
[2] Hohai Univ, Dept Math & Phys, Changzhou 213022, Peoples R China
来源：
ADVANCES IN SWARM INTELLIGENCE, PT1 | 2014年 / 8794卷
关键词：
Extremal optimization; Knowledge-based mutation; PID controller;
D O I：
暂无
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
Extremal optimization is a dynamic, heuristic intelligent algorithm. It evolves a single solution and makes local modifications to the worst components. In this paper, a knowledge-base mutation operator is presented based on the distribution knowledge of candidate solutions. And then a population-based extremal optimization with knowledge-based mutation is proposed by introducing the idea of swarm evolution. Finally, the proposed method is applied to PID parameter tuning. The simulation results show that the proposed algorithm is characterized by high response speed, small overshoot and steady-state error, and obtains satisfactory control effect.
引用
收藏
页码：95 / 102
页数：8
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