By Cyril Fonlupt, Jin-Kao Hao, Evelyne Lutton, Edmund Ronald, Marc Schoenauer
The lawsuits of the 4th eu convention on synthetic Evolution, AE '99, held in Dunkerque, France, November 3-5, 1999. many of the significant subject matters mentioned on the convention contain genetic operators and theoretical versions, purposes, brokers and cooperation, and heuristics. Softcover.
Read or Download Artificial Evolution: 4th European Conference, AE'99 Dunkerque, France, November 3-5, 1999 Selected Papers PDF
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Additional info for Artificial Evolution: 4th European Conference, AE'99 Dunkerque, France, November 3-5, 1999 Selected Papers
Zitzler and Thiele adapted the greedy repair method to a multiobjective version of KP and compared several multiobjective EAs in this context [ZT98]. In their studies concerning parallel GAs for KP [GBW93,GW93], Gordon et al. also considered a repair method working similar as greedy repairing. Thiel and Voss compared several approaches for MKP reporting best results for an EA with heuristic initialization, repair and optimization operators [TV94]. On the Effectivity of Evolutionary Algorithms 27 While all unfeasible individuals are repaired, the feasible solutions are improved by the optimization method, which ensures reaching the boundary B and is applied with a low probability.
Michalewicz and Arabas also examined whether it is useful to replace only some unfeasible solutions by their repaired version, and use the repaired version only for evaluation purposes. However, replacing seems not to have an impact for any replacement percentage considered [MA94]. The random repair method was applied by Hoff et al. to MKP, yielding a better performance as for the considered penalty functions [HLM96] and a comparable performance as a tabu search method [Løk95]. Yang compared line-breeding schemes for MKP [Yan98], relying on operators which ensure feasibility and are conceptually similar to random repair methods.
In J. D. ), Proceedings of the Third International Conference on Genetic Algorithms, 191 – 197, Morgan Kaufmann, 1989 G. Rudolph and J. Sprave. A Cellular Genetic Algorithm with SelfAdjusting Acceptance Threshold. In Proceedings of the 1st IEE/IEEE International Conference on Genetic Algorithms in Engineering Systems: Innovations and Applications, 365 – 372, IEE, London, 1995 G. Rudolph and J. Sprave. Significance of Locality and Selection Pressure in the Grand Deluge Evolutionary Algorithm. -M.
Artificial Evolution: 4th European Conference, AE'99 Dunkerque, France, November 3-5, 1999 Selected Papers by Cyril Fonlupt, Jin-Kao Hao, Evelyne Lutton, Edmund Ronald, Marc Schoenauer