Recent Developments in Metaheuristics (Operations Research/Computer Science Interfaces Series)
暫譯: 元啟發式演算法的最新發展(運籌學/計算機科學介面系列)

  • 出版商: Springer
  • 出版日期: 2017-10-02
  • 售價: $4,470
  • 貴賓價: 9.5$4,247
  • 語言: 英文
  • 頁數: 496
  • 裝訂: Hardcover
  • ISBN: 3319582526
  • ISBN-13: 9783319582528
  • 相關分類: Computer-Science
  • 海外代購書籍(需單獨結帳)

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商品描述

This book highlights state-of-the-art developments in metaheuristics research. It examines all aspects of metaheuristic research including new algorithmic developments, applications, new research challenges, theoretical developments, implementation issues, in-depth experimental studies. The book is divided into two sections. Part I is focused on new optimization and modeling techniques based on metaheuristics. The chapters in this section cover topics from multi-objective problems with fuzzy data with triangular-valued objective functions, to hyper-heuristics optimization methodology, designing genetic algorithms, and also the cuckoo search algorithm. The techniques described help to enhance the usability and increase the potential of metaheuristic algorithms. Part II showcases advanced metaheuristic approaches to solve real-life applications issues. This includes an examination of scheduling, the vehicle routing problem, multimedia sensor network, supplier selection, bin packing, objects tracking, and radio frequency identification. In the fields covered in the chapters are of high-impact applications of metaheuristics. The chapters offer innovative applications of metaheuristics that have a potential of widening research frontiers. Altogether, this book offers a comprehensive look at how researchers are currently using metaheuristics in different domains of design and application.

商品描述(中文翻譯)

本書突顯了元啟發式研究的最新發展。它探討了元啟發式研究的各個方面,包括新的演算法發展、應用、新的研究挑戰、理論發展、實作問題以及深入的實驗研究。本書分為兩個部分。第一部分專注於基於元啟發式的新的優化和建模技術。本部分的章節涵蓋了從具有三角值目標函數的模糊數據的多目標問題,到超啟發式優化方法論、設計遺傳演算法以及杜鵑搜尋演算法等主題。所描述的技術有助於提高元啟發式演算法的可用性並增加其潛力。第二部分展示了解決現實應用問題的先進元啟發式方法。這包括對排程、車輛路徑問題、多媒體感測器網路、供應商選擇、箱子打包、物體追蹤和無線射頻識別的研究。本書所涵蓋的章節涉及元啟發式的高影響應用。這些章節提供了元啟發式的創新應用,具有擴展研究邊界的潛力。總體而言,本書全面介紹了研究人員目前在不同設計和應用領域中如何使用元啟發式方法。