Evolutionary Multi-Agent Systems
From Inspirations to Applications
Authors: Aleksander Byrski, Marek Kisiel-Dorohinicki
Includes a full formal analysis of evolutionary multi-agent systems (EMAS)
Provides a literature review and explores the motivation and definition of the systems considered
Explains the design and implementation of the platforms supporting EMAS-like computations
Presents experimental results obtained by applying EMAS and some of its modifications to solve discrete and continuous problems
Explores the possibilities of adapting particular EMAS parameters to solve benchmarking problems of varying difficulty
This book addresses agent-based computing, concentrating in particular on evolutionary multi-agent systems (EMAS), which have been developed since 1996 at the AGH University of Science and Technology in Cracow, Poland. It provides the relevant background information on and a detailed description of this computing paradigm, along with key experimental results.
Readers will benefit from the insightful discussion, which primarily concerns the efficient implementation of computing frameworks for developing EMAS and similar computing systems, as well as a detailed formal model. Theoretical deliberations demonstrating that computing with EMAS always helps to find the optimal solution are also included, rounding out the coverage.
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