AN OVERVIEW OF EVOLUTIONARY METHODS OF MULTI-CRITERIA OPTIMIZATION

Michalina Gryniewicz-Jaworska

michalina.gryniewicz.jaworska@vp.pl
Lublin University of Technology, Faculty of Electrical Engineering and Computer Science, Institute of Computer Science (Poland)

Abstract

Since the mid-eighties we can see the development of methods that are based on a new method of creating dominated solutions. They lead to designate the ratings Pareto front mimicking the mechanisms created in the world of micro and macro-nature. Currently, the existing optimization methods can include: genetic algorithms, evolutionary algorithms using artificial immune systems, swarm and formic algorithms. The article presents few selected evolutionary optimization methods, including evolutionary algorithm, formic and swarm algorithms, and NSGA. The article also describes how the different algorithms work and their exemplary application.


Keywords:

multi-criteria optimization, evolutionary optimization, genetic algorithms

Horn J., Nafpliotis N., Goldberg D.: A Niche Pareto Genetic Algorithm for Multiobjective Optimalization, IEEE 1994.
  Google Scholar

Kulczycki J.: Optymalizacja struktur sieci elektroenergetycznych, WNT 1990.
  Google Scholar

Michalewicz Z.: Algorytmy genetyczne + struktury danych = programy ewolucyjne, WNT 1999.
  Google Scholar

http://delta.cs.cinvestav.mx/~ccoello/EMOO/
  Google Scholar

http://www.mlahanas.de/MOEA/HDRMOGA/main.htm
  Google Scholar

http://155.158.112.34/~algorytmyewolucyjne/
  Google Scholar

http://staff.iiar.pwr.wroc.pl/ewa.sz…w_mo_metody_wielokryterialne_tel.pdf
  Google Scholar

http://155.158.112.34/~algorytmyewolucyjne/materialy/obliczenia_ewolucyjne.pdf
  Google Scholar

http://www.wikipedia.pl
  Google Scholar


Published
2014-12-09

Cited by

Gryniewicz-Jaworska, M. (2014). AN OVERVIEW OF EVOLUTIONARY METHODS OF MULTI-CRITERIA OPTIMIZATION. Informatyka, Automatyka, Pomiary W Gospodarce I Ochronie Środowiska, 4(4), 32–34. https://doi.org/10.5604/20830157.1130178

Authors

Michalina Gryniewicz-Jaworska 
michalina.gryniewicz.jaworska@vp.pl
Lublin University of Technology, Faculty of Electrical Engineering and Computer Science, Institute of Computer Science Poland

Statistics

Abstract views: 194
PDF downloads: 193