| 书目名称 | Contemporary Evolution Strategies | | 编辑 | Thomas Bäck,Christophe Foussette,Peter Krause | | 视频video | | | 概述 | Modern, comprehensive treatment of the key approaches.Authors‘ software available for download.Valuable for industrial and academic researchers and practitioners.Includes supplementary material: | | 丛书名称 | Natural Computing Series | | 图书封面 |  | | 描述 | .Evolution strategies have more than 50 years of history in the field of evolutionary computation. Since the early 1990s, many algorithmic variations of evolution strategies have been developed, characterized by the fact that they use the so-called derandomization concept for strategy parameter adaptation. Most importantly, the covariance matrix adaptation strategy (CMA-ES) and its successors are the key representatives of this group of contemporary evolution strategies. .This book provides an overview of the key algorithm developments between 1990 and 2012, including brief descriptions of the algorithms, a unified pseudocode representation of each algorithm, and program code which is available for download. In addition, a taxonomy of these algorithms is provided to clarify similarities and differences as well as historical relationships between the various instances of evolution strategies. Moreover, due to the authors’ focus on industrial applications of nonlinear optimization, all algorithms are empirically compared on the so-called BBOB (Black-Box Optimization Benchmarking) test function suite, and ranked according to their performance. In contrast to classical academic compari | | 出版日期 | Book 2013 | | 关键词 | CMA-ES; Constraint handling; Evolution strategy (ES); Evolutionary algorithm (EA); Evolutionary computin | | 版次 | 1 | | doi | https://doi.org/10.1007/978-3-642-40137-4 | | isbn_softcover | 978-3-662-51408-5 | | isbn_ebook | 978-3-642-40137-4Series ISSN 1619-7127 Series E-ISSN 2627-6461 | | issn_series | 1619-7127 | | copyright | Springer-Verlag Berlin Heidelberg 2013 |
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发表于 2025-3-21 16:53:12
