Paper Title:
Multi-Population Multi-Objective Cultural Algorithm
  Abstract

In existing multi-population multi-objective cultural algorithms, information are exchanged among sub-populations by individuals. However, migrated individuals can not reflect the evolution information enough, which limits the evolution performance.In order to enhance the migration efficiency, a novel multi-population multi-objective cultural algorithm adopting knowledge migration is proposed. Implicit knowledge extracted from the evolution process of each sub-population directly reflects the information about dominant search space. By migrating the knowledge among sub-populations at the constant interval, the algorithm realizes more effective interaction with less communication cost. Taken benchmark functions as the examples, simulation results indicate that the algorithm can effectively obtain the Pareto-optimal sets of multi-objective optimization problems. The distribution performance is also improved.

  Info
Periodical
Advanced Materials Research (Volumes 156-157)
Edited by
Jingtao Han, Zhengyi Jiang and Sihai Jiao
Pages
52-55
DOI
10.4028/www.scientific.net/AMR.156-157.52
Citation
Y. N. Guo, Y. Y. Cao, D. D. Liu, "Multi-Population Multi-Objective Cultural Algorithm", Advanced Materials Research, Vols. 156-157, pp. 52-55, 2011
Online since
October 2010
Export
Price
$32.00
Share

In order to see related information, you need to Login.

In order to see related information, you need to Login.

Authors: Hong You, Zhong Xiao Hao, Quan Wang
Abstract:The entropies of structure, information and the effectiveness entropy between knowledge and organization structure are main entropy sources...
1269
Authors: Yuan Wei Liu
Abstract:In this paper, we investigated the knowledge modeling and proposed an ontology description logic theory based on fuzzy interval in order to...
42
Authors: Ping Wang, Tai Shan Yan
Chapter 6: Algorithm Design
Abstract:In this study, the evaluation index system of library service quality is established and the representation method of knowledge rule is...
1588
Authors: Jian Ming Guo, Zheng Wang, Yan Ping Wang
Chapter 7: Computer Development, Integrated System and Integrated Manufacturing
Abstract:With the increase of drilling data scale, real-time optimal drilling engineering seems to be difficult only by manual or traditional computer...
1319
Authors: Wen Sheng Wang, Qian Ying Sun, Wei Dai
Chapter 2: Advanced Сomputer and Information Technology, Applications Simulation, Measurements and Electronics Engineering
Abstract:This paper analyses the concepts and features of Agent, builds an architecture of the mine safety knowledge management information platform...
276