Handbook of Metaheuristics (International Series in Operations Research & Management Science)
暫譯: 元啟發式方法手冊（國際運籌學與管理科學系列）
- 出版商: Springer
- 出版日期: 2018-10-02
- 售價: $7,920
- 貴賓價: 9.5 折 $7,524
- 語言: 英文
- 頁數: 604
- 裝訂: Hardcover
- ISBN: 331991085X
- ISBN-13: 9783319910857
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商品描述
The third edition of this handbook is designed to provide a broad coverage of the concepts, implementations, and applications in metaheuristics. The book’s chapters serve as stand-alone presentations giving both the necessary underpinnings as well as practical guides for implementation. The nature of metaheuristics invites an analyst to modify basic methods in response to problem characteristics, past experiences, and personal preferences, and the chapters in this handbook are designed to facilitate this process as well. This new edition has been fully revised and features new chapters on swarm intelligence and automated design of metaheuristics from flexible algorithm frameworks. The authors who have contributed to this volume represent leading figures from the metaheuristic community and are responsible for pioneering contributions to the fields they write about. Their collective work has significantly enriched the field of optimization in general and combinatorial optimization in particular.
Metaheuristics are solution methods that orchestrate an interaction between local improvement procedures and higher level strategies to create a process capable of escaping from local optima and performing a robust search of a solution space. In addition, many new and exciting developments and extensions have been observed in the last few years. Hybrids of metaheuristics with other optimization techniques, like branch-and-bound, mathematical programming or constraint programming are also increasingly popular. On the front of applications, metaheuristics are now used to find high-quality solutions to an ever-growing number of complex, ill-defined real-world problems, in particular combinatorial ones. This handbook should continue to be a great reference for researchers, graduate students, as well as practitioners interested in metaheuristics.
商品描述(中文翻譯)
本手冊的第三版旨在廣泛涵蓋元啟發式演算法的概念、實作和應用。書中的各章節作為獨立的介紹，提供必要的基礎知識以及實作的實用指南。元啟發式演算法的特性使分析師能夠根據問題特徵、過去經驗和個人偏好來修改基本方法，而本手冊中的章節也旨在促進這一過程。本新版本已全面修訂，並新增了有關群體智慧和從靈活演算法框架自動設計元啟發式演算法的新章節。貢獻於本書的作者代表了元啟發式社群的領軍人物，並對他們所撰寫的領域做出了開創性的貢獻。他們的集體工作顯著豐富了優化領域，特別是組合優化。
元啟發式演算法是解決方法，協調局部改進程序與高層策略之間的互動，以創造一個能夠逃離局部最優解並進行穩健搜尋解空間的過程。此外，近幾年來出現了許多新的令人興奮的發展和擴展。元啟發式演算法與其他優化技術（如分支界限法、數學規劃或約束規劃）的混合也越來越受歡迎。在應用方面，元啟發式演算法現在被用來尋找高品質解決方案，以應對越來越多的複雜且不明確的現實世界問題，特別是組合問題。本手冊應繼續成為研究人員、研究生以及對元啟發式演算法感興趣的實務工作者的重要參考資料。
