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GDE3: The third Evolution Step of Generalized Differential Evolution
Abstract
A developed version of generalized differential evolution, GDE3, is proposed. GDE3 is an extension of differential evolution (DE) for global optimization with an arbitrary number of objectives and constraints. In the case of a problem with a single objective and without constraints GDE3 falls back to the original DE. GDE3 improves earlier GDE versions in the case of multi-objective problems by giving a better distributed solution. Performance of GDE3 is demonstrated with a set of test problems and the results are compared with other methods
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Citations
Cites
A fast and elitist multiobjective genetic algorithm: NSGA-II
Deb, K., Pratap, A., Agarwal, S., & Meyarivan, T. (2002) · IEEE Transactions on Evolutionary Computation · doi:10.1109/4235.996017 · Cited by 50,053
Storn, R., & Price, K. (1997) · Journal of Global Optimization · doi:10.1023/a:1008202821328 · Cited by 29,569
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Das, S., & Suganthan, P. N. (2011) · IEEE Transactions on Evolutionary Computation · doi:10.1109/tevc.2010.2059031 · Cited by 5,307
Platemo: a matlab platform for evolutionary multi-objective optimization [educational forum]
Tian, Y., Cheng, R., Zhang, X., & Jin, Y. (2017) · IEEE Computational Intelligence Magazine · doi:10.1109/mci.2017.2742868 · Cited by 2,777
A comparative study of differential evolution variants for global optimization
Mezura-Montes, E., Velázquez-Reyes, J., & Coello Coello, C. A. (2006) · Proceedings of the 8th annual conference on Genetic and evolutionary computation · doi:10.1145/1143997.1144086 · Cited by 593
Use of cooperative coevolution for solving large scale multiobjective optimization problems
Antonio, L. M., & Coello, C. A. C. (2013) · 2013 IEEE Congress on Evolutionary Computation · doi:10.1109/cec.2013.6557903 · Cited by 276
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Metadata
- Authors
- Kukkonen, S., & Lampinen, J.
- Venue
- 2005 IEEE Congress on Evolutionary Computation
- Publisher
- IEEE
- Published
- 2005-12-13
- Volume
- 1
- Pages
- 443-450
- OpenAlex
- W1544309315
- Cited by
- 646
- References
- 2
- FWCI
- 8.35
- Type
- conference paper
- Language
- en
- Open access
- closed
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- Kukkonen, S., & Lampinen, J. (2005). GDE3: The third Evolution Step of Generalized Differential Evolution. 2005 IEEE Congress on Evolutionary Computation. https://doi.org/10.1109/cec.2005.1554717
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