Publication Details

SODOMA:Self-Organizing Migrating Algorithm in Dynamic Environment

SCHWARZ Josef, HLAVINKA Michal, ZELINKA Ivan and KOBLIHA Miloš. SODOMA: Self-Organizing Migrating Algorithm in Dynamic Environment. In: 12th International Conference on Soft Computing. Brno: Faculty of Mechanical Engineering BUT, 2006, pp. 163-169. ISBN 80-214-3195-4.
Czech title
SODOMA: Samo se organizující migrační algoritmus v dynamickém prostředí
Type
conference paper
Language
english
Authors
Schwarz Josef, doc. Ing., CSc. (DCSY FIT BUT)
Hlavinka Michal, Ing. (FIT BUT)
Zelinka Ivan, doc. Ing., Ph.D. (TBU)
Kobliha Miloš, Ing. (DCSY FIT BUT)
Keywords

Numerical optimization, dynamic optimization, SOMA, limited lifetime, population diversity

Abstract

This paper is an experimental study investigating the capability of Self-Organizing Migrating Algorithm (SOMA) to solve dynamic problems. We have proposed an extension of SOMA algorithm based on the phenomenon of the limited lifetime of population individuals to keep the population diversity during the environmental change. We tested the performance of the algorithm on three representative dynamic benchmarks including moving peak, the 3rd de Jong function and two-extremes time-varying function. The experimental results confirmed the capability of the proposed dynamic SODOMA algorithms to effectively adapt the search process towards the nonstationary global optimum.

Published
2006
Pages
163-169
Proceedings
12th International Conference on Soft Computing
Conference
12th International Mendel Conference on Soft Computing, Brno, CZ
ISBN
80-214-3195-4
Publisher
Faculty of Mechanical Engineering BUT
Place
Brno, CZ
BibTeX
@INPROCEEDINGS{FITPUB8115,
   author = "Josef Schwarz and Michal Hlavinka and Ivan Zelinka and Milo\v{s} Kobliha",
   title = "SODOMA:Self-Organizing Migrating Algorithm in Dynamic Environment",
   pages = "163--169",
   booktitle = "12th International Conference on Soft Computing",
   year = 2006,
   location = "Brno, CZ",
   publisher = "Faculty of Mechanical Engineering BUT",
   ISBN = "80-214-3195-4",
   language = "english",
   url = "https://www.fit.vut.cz/research/publication/8115"
}
Back to top