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Differential evolution enhanced with evolution path vector
- Authors
- Li, Yuan-Long; Zhan, Zhi-Hui; Zhang, Jun
- Issue Date
- Jul-2013
- Publisher
- ACM
- Keywords
- CMA-ES; Differential evolution; Estimated distribution algorithm; Hybrid algorithm; Non-parametric model; Parametric model
- Citation
- GECCO '13 Companion: Proceedings of the 15th annual conference companion on Genetic and evolutionary computation, pp 123 - 124
- Pages
- 2
- Indexed
- SCOPUS
- Journal Title
- GECCO '13 Companion: Proceedings of the 15th annual conference companion on Genetic and evolutionary computation
- Start Page
- 123
- End Page
- 124
- Abstract
- and centralized model (CM) offspring generation models, this paper proposes to use the differential evolution (DE) algorithm as the base population reproduction method and enhance its DM scheme with one of the key CM features, which is the covariance matrix adaptation (CMA) used in CMA-ES. In this way, an enhanced DE population reproduction scheme with evolution path (DE/EP) is developed. The proposed DE/EP scheme is kept almost as simple as the original DE but works better due to the advantages of the CMA feature.
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Related Researcher
- ZHANG, Jun
- ERICA 공학대학 (SCHOOL OF ELECTRICAL ENGINEERING)