JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE) ›› 2011, Vol. 41 ›› Issue (1): 167-172.

• Articles • Previous Articles    

A dynamic multi-objective optimization evolutionary algorithm based on estimation of core distribution

LIU Chun-an   

  1. Department of Mathematics, Baoji University of Arts and Science, Baoji 721013, China
  • Received:2010-03-15 Online:2011-02-16 Published:2010-03-15

PDF (PC)

1921

Abstract:

An estimation of core distribution method to approximately estimate the evolution population and the Pareto optimization solution set for the problem in the next environment was given. When a change in the environment was detected, the algorithm used the collected information of solutions from the previous difficult environments to predict the evolution population and the Pareto optimization solution set in the next environment. Consequently, the searching effectiveness of the proposed algorithm can be greatly improved. By the reasonable designing of evolution operators, a new dynamic multiobjective optimization evolutionary algorithm based on estimation of core distribution was proposed. Simulations were made on four widely used benchmark problems, and the results indicated that the proposed algorithm was very effective.

Key words: dynamic multi-objective optimization, evolutionary algorithm, estimation of distribution, Pareto optimization solutions

[1] PEI Xiaobing, CHEN Huifen, ZHANG Baizhan, CHEN Menghui. Improved bi-variables estimation of distribution algorithms for multi-objective permutation flow shop scheduling problem [J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2017, 47(4): 25-30.
[2] YAN Xuan-hui, ZENG Qing-sheng*, SHU Cai-liang. A co-evolution model integrated with an immune mechanism [J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2012, 42(1): 34-44.
[3] WANG Yun, WANG Jun, HAN Wei*. Multiagent cooperation learning based on an evolutional algorithm [J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2010, 40(6): 8-11.
[4] LIU Jianhua1,2， HUANG Tiangqiang2， YAN Xiaoming2. Evolutionary algorithm based on idea of particle swarm optimization [J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2010, 40(5): 34-40.
[5] LI Jin-zhong1, XIA Jie-wu1, ZENG Jin-tao1, WANG Xiang2*. An optimization approach to grid workflow scheduling using improved SPEA2 algorithm [J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2010, 40(5): 12-16.
[6] WANG Xue-Song, CHENG Yu-Hu, HAO Ming-Lin. Parameters selection of a support vector machine using an improved estimation of the distribution algorithm [J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2009, 39(3): 7-10.
Viewed
Full text


Abstract

Cited
  Shared   
  Discussed   
[1] WANG Su-yu,<\sup>,AI Xing<\sup>,ZHAO Jun<\sup>,LI Zuo-li<\sup>,LIU Zeng-wen<\sup> . Milling force prediction model for highspeed end milling 3Cr2Mo steel[J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2006, 36(1): 1 -5 .
[2] ZHANG Yong-hua,WANG An-ling,LIU Fu-ping . The reflected phase angle of low frequent inhomogeneous[J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2006, 36(2): 22 -25 .
[3] LI Kan . Empolder and implement of the embedded weld control system[J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2008, 38(4): 37 -41 .
[4] KONG Xiang-zhen,LIU Yan-jun,WANG Yong,ZHAO Xiu-hua . Compensation and simulation for the deadband of the pneumatic proportional valve[J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2006, 36(1): 99 -102 .
[5] LAI Xiang . The global domain of attraction for a kind of MKdV equations[J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2006, 36(1): 87 -92 .
[6] YU Jia yuan1, TIAN Jin ting1, ZHU Qiang zhong2. Computational intelligence and its application in psychology[J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2009, 39(1): 1 -5 .
[7] CHEN Rui, LI Hongwei, TIAN Jing. The relationship between the number of magnetic poles and the bearing capacity of radial magnetic bearing[J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2018, 48(2): 81 -85 .
[8] WANG Bo,WANG Ning-sheng . Automatic generation and combinatory optimization of disassembly sequence for mechanical-electric assembly[J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2006, 36(2): 52 -57 .
[9] LI Ke,LIU Chang-chun,LI Tong-lei . Medical registration approach using improved maximization of mutual information[J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2006, 36(2): 107 -110 .
[10] JI Tao,GAO Xu/sup>,SUN Tong-jing,XUE Yong-duan/sup>,XU Bing-yin/sup> . Characteristic analysis of fault generated traveling waves in 10 Kv automatic blocking and continuous power transmission lines[J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2006, 36(2): 111 -116 .
Copyright 2018 © Editorial office of Journal of Shandong University (Engineering Science)
Supported by Beijing Magtech Co.Ltd