Author:
Byrski Aleksander,Dreżewski Rafał,Siwik Leszek,Kisiel-Dorohinicki Marek
Abstract
AbstractThe aim of this paper is to give a survey on the development and applications of evolutionary multi-agent systems (EMAS). The paper starts with a general introduction describing the background, structure and behaviour of EMAS. EMAS application to solving global optimisation problems is presented in the next section along with its modification targeted at lowering the computation costs by early removing certain agents based on immunological inspirations. Subsequent sections deal with the elitist variant of EMAS aimed at solving multi-criteria optimisation problems, and the co-evolutionary one aimed at solving multi-modal optimisation problems. Each variation of EMAS is illustrated with selected experimental results.
Publisher
Cambridge University Press (CUP)
Subject
Artificial Intelligence,Software
Reference55 articles.
1. Fusinska B. , Kisiel-Dorohinicki M. & Nawarecki E. 2007. Coevolution of a fuzzy rule base for classification problems. In Rough Sets and Intelligent Systems Paradigms: International Conference, RSEISP 2007, LNCS/LNAI 4585, 678–686. Springer.
2. Fundamentals of Natural Computing
3. Genetic search reinforced by the population hierarchy;Schaefer;Foundations of Genetic Algorithms,2003
4. Moya L. J. & Tolk A. 2007. Towards a taxonomy of agents and multi-agent systems. In Proceedings of the 2007 Spring Simulation Multiconference – Volume 2, Society for Computer Simulation International, 11–18.
5. A Model of Co-evolution in Multi-agent System
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