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Abstract: The paper describes a rank-based fitness assignment method for Multiple Objective Genetic Algorithms (MOGAs). Conventional niche formation methods are extended to this class of multimodal problems and theory for setting the niche size is presented. The fitness assignment method is then modified to allow direct intervention of an external decision maker (DM). Finally, the MOGA is generalised further: the genetic algorithm is seen as the optimizing element of a multiobjective optimization loop,... (Update)
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BibTeX entry: (Update)
Fonseca C.M., Fleming P.J. (1993). Genetic algorithms for multi-objective optimization: Formulation, discussion and generalization. In: S. Forrest (ed.), Genetic algorithms: Proceedings of the Fifth International Conference, Morgan Kaufmann, San Mateo, CA, 141-153. http://citeseer.ist.psu.edu/fonseca93genetic.html More
@inproceedings{ fonsecagenetic,
author = "Carlos M. Fonseca and Peter J. Fleming",
title = "Genetic Algorithms for Multiobjective Optimization: Formulation, Discussion and Generalization",
pages = "416--423",
booktitle = "Genetic Algorithms: Proceedings of the Fifth International Conference",
year = "1993",
publisher = "Morgan Kaufmann",
url = "citeseer.ist.psu.edu/fonseca93genetic.html" }
Citations (may not include all citations):2138 Genetic Algorithms in Search (context) - Goldberg - 1989
209 Genetic algorithms with sharing for multimodal function opti.. (context) - Goldberg, Richardson - 1987
148 An investigation of niche and species formation in genetic f.. (context) - Deb, Goldberg - 1989
142 Multiple objective optimization with vector evaluated geneti.. (context) - Schaffer - 1985
104 Some guidelines for genetic algorithms with penalty function.. (context) - Richardson, Palmer et al. - 1989
8 Vector Optimization for Control with Performance and Paramet.. (context) - Gembicki - 1974
2 on Genetic Algorithms (context) - Int - 1991
2 and Schwefel (context) - Back, Hoffmeister - 1991
2 on Genetic Algorithms (context) - Int - 1992
1 Computer aided design of regulators using multiobjective opt.. (context) - Fleming - 1985
1 Computer assisted control system design and multiobjective o.. (context) - Fleming, Crummey et al. - 1992
1 Matlab Reference Guide (context) - thesis, Wales et al.
1 Matlab: Its toolboxes and open structure (context) - Conf, Automation et al. - 1993
1 and Kateman (context) - Wienke, Lucasius - 1992
1 Compaction of symbolic layout using genetic algorithms (context) - Linkens, editor et al. - 1985
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