Constrained Optimization Using an Evolutionary Programming-based Cultural Algorithm

In this paper, we propose the use of a domain knowledge extracted during the search of an evolutionary algorithm to improve its performance in constrained optimization problems. The approach is based on the concept of “cultural algorithms” and is shown to produce very good results at a low computational cost.

[1]  T. M. English Proceedings of the third annual conference on evolutionary programming: A.V. Sebald and L.J. Fogel, River Edge, NJ: World Scientific, ISBN 981-02-1810-9, 371 pages, hardbound, $78 , 1995 .

[2]  K. Deb An Efficient Constraint Handling Method for Genetic Algorithms , 2000 .

[3]  Eero Hyvönen,et al.  Constraint Reasoning Based on Interval Arithmetic: The Tolerance Propagation Approach , 1992, Artif. Intell..

[4]  Zbigniew Michalewicz,et al.  A Survey of Constraint Handling Techniques in Evolutionary Computation Methods , 1995 .

[5]  Tom Michael Mitchell Version spaces: an approach to concept learning. , 1979 .

[6]  Zbigniew Michalewicz,et al.  Using Cultural Algorithms for Constraint Handling in GENOCOP , 1995, Evolutionary Programming.

[7]  Ernest Davis,et al.  Constraint Propagation with Interval Labels , 1987, Artif. Intell..

[8]  R. Reynolds,et al.  Using knowledge-based evolutionary computation to solve nonlinear constraint optimization problems: a cultural algorithm approach , 1999, Proceedings of the 1999 Congress on Evolutionary Computation-CEC99 (Cat. No. 99TH8406).

[9]  Zbigniew Michalewicz,et al.  Evolutionary Algorithms for Constrained Parameter Optimization Problems , 1996, Evolutionary Computation.

[10]  Lashon B. Booker,et al.  Proceedings of the fourth international conference on Genetic algorithms , 1991 .

[11]  Robert G. Reynolds,et al.  A Testbed for Solving Optimization Problems Using Cultural Algorithms , 1996, Evolutionary Programming.

[12]  Robert G. Reynolds,et al.  CAEP: An Evolution-Based Tool for Real-Valued Function Optimization Using Cultural Algorithms , 1998, Int. J. Artif. Intell. Tools.

[13]  Jean-Claude Latombe,et al.  Robot motion planning , 1991, The Kluwer international series in engineering and computer science.

[14]  Lawrence J. Fogel,et al.  Artificial Intelligence through Simulated Evolution , 1966 .

[15]  Robert G. Reynolds,et al.  Evolutionary Programming IV: Proceedings of the Fourth Annual Conference on Evolutionary Programming , 1995 .

[16]  C. Chung Knowledge-based approaches to self-adaptation in cultural algorithms , 1997 .

[17]  Zbigniew Michalewicz,et al.  Evolutionary Algorithms, Homomorphous Mappings, and Constrained Parameter Optimization , 1999, Evolutionary Computation.

[18]  Zbigniew Michalewicz,et al.  Handling Constraints in Genetic Algorithms , 1991, ICGA.

[19]  M. Ghiselin,et al.  Coevolution: Genes, Culture, and Human Diversity , 1991, Politics and the Life Sciences.