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Fundamentals of Computational Swarm Intelligence Fundamentals of Computational Swarm Intelligence provides a comprehensive introduction to the new computational paradigm of Swarm Intelligence (SI), a field that emerged from biological research, 2 areaid map region.asp search seeff.co.za and is now picking up momentum within the computational research community. Bio-inspired systems are becoming increasingly important research areas for computer scientists, engineers, economists, bioinformaticians, operational researchers, 2 areaid map region.asp search seeff.co.za and many other disciplines. This book introduces the reader to the mathematical models of social insects collective behaviour, 2 areaid map region.asp search seeff.co.za and shows how they can be used in solving optimization problems. Focusing on the algorithmic implementation of models of swarm behavior, this book: Examines how social network structures are used to exchange information among individuals, 2 areaid map region.asp search seeff.co.za and how the aggregate behaviour of these individuals forms a powerful organism. Introduces a compact summary of the formal theory of optimisation. Outlines paradigms with relations to SI, including genetic algorithms, evolutionary programming, evolutionary strategies, cultural algorithms 2 areaid map region.asp search seeff.co.za and co-evolution. Looks at the choreographic movements of birds in a flock as a basis for the Particle Swarm Optimization (PSO) models, 2 areaid map region.asp search seeff.co.za and provides an extensive treatment of different classes of PSO models. Shows how the behaviour of ants can be used to implement Ant Colony Optimization (ACO) algorithms to solve real-world problems including routing optimization, structure optimization, data mining 2 areaid map region.asp search seeff.co.za and data clustering. Considers different classes of optimization problems, including multi-objective optimization, dynamic environments, discrete 2 areaid map region.asp search seeff.co.za and continuous search spaces, constrained optimization, 2 areaid map region.asp search seeff.co.za and niching. Includes an accompanying website containing Java classes 2 areaid map region.asp search seeff.co.za and implementations of the different algorithms that can be used to test PSO 2 areaid map region.asp search seeff.co.za and ACO algorithms: http://si.cs.up.ac.za The interdisc Copyright (C) Muze Inc. 2005. For personal use only. All rights reserved.
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2areaidmapregionaspsearchseeffcoza
2 areaid map region.asp search seeff.co.za.
