By Michael Defoin Platel, Sebastien Verel, Manuel Clergue, Philippe Collard (auth.), Pierre Liardet, Pierre Collet, Cyril Fonlupt, Evelyne Lutton, Marc Schoenauer (eds.)

ISBN-10: 3540215239

ISBN-13: 9783540215233

ISBN-10: 3540246215

ISBN-13: 9783540246213

This e-book constitutes the completely refereed post-proceedings of the sixth overseas convention on man made Evolution, EA 2003, held in Marseilles, France in October 2003.

The 32 revised complete papers awarded have been conscientiously chosen and greater in the course of rounds of reviewing and revision. The papers are prepared in topical sections on theoretical concerns, algorithmic concerns, purposes, implementation matters, genetic programming, coevolution and agent platforms, man made existence, and mobile automata.

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Additional resources for Artificial Evolution: 6th International Conference, Evolution Artificielle, EA 2003, Marseilles, France, October 27-30, 2003, Revised Selected Papers

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The third, “Min ”, is a multimodal and separable function. All three problems have a physical meaning in terms of composite laminate design. A Study of the Effects of Dimensionality on Stochastic Hill Climbers 29 A composite laminate is made of layers of fiber reinforced material (plies), and its response is determined by many factors including the number of plies, the fiber volume fraction, the fiber and matrix properties, etc. In this work, we consider only laminates that have a fixed number of plies as shown in Fig.

The main principle behind GAuGE is the separate encoding of the position and value of each variable, at the genotypic level. This allows the system to adapt its representation of the problem; experiments conducted previously [10] have shown that this feature allowed GAuGE to evolve its representation, to match the salience hierarchy of a given set of problems. Previous work has used similar approaches and techniques as the ones employed in GAuGE. Some of Bagley’s [1] computer simulations already used an extended string representation to encode both the position and the value of each allele, and used an inversion operator to affect the ordering of genes.

3 A more general result is given in Mühlenbein et al. (1999) where the convergence of “Factorized Decomposition Algorithm” (FDA) to the optima is proved for additively decomposed functions. Separable functions are a special case of additively decomposed functions and UMDA is the corresponding simplified FDA. A Study of the Effects of Dimensionality on Stochastic Hill Climbers Fig. 8. Evolution of the probability distribution for the outermost ply, Min 4 35 problem Elements of Theoretical Explanations The numerical experiments that were just described are now theoretically analyzed by calculating expected convergence times.

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Artificial Evolution: 6th International Conference, Evolution Artificielle, EA 2003, Marseilles, France, October 27-30, 2003, Revised Selected Papers by Michael Defoin Platel, Sebastien Verel, Manuel Clergue, Philippe Collard (auth.), Pierre Liardet, Pierre Collet, Cyril Fonlupt, Evelyne Lutton, Marc Schoenauer (eds.)


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