Nature-Inspired Optimization Algorithms (Hardcover)
暫譯: 自然啟發的優化演算法 (精裝版)

Xin-She Yang

  • 出版商: Morgan Kaufmann
  • 出版日期: 2014-03-11
  • 售價: $3,760
  • 貴賓價: 9.5$3,572
  • 語言: 英文
  • 頁數: 300
  • 裝訂: Hardcover
  • ISBN: 0124167438
  • ISBN-13: 9780124167438
  • 相關分類: Algorithms-data-structures
  • 海外代購書籍(需單獨結帳)

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商品描述

Nature-Inspired Optimization Algorithms provides a systematic introduction to all major nature-inspired algorithms for optimization. The book's unified approach, balancing algorithm introduction, theoretical background and practical implementation, complements extensive literature with well-chosen case studies to illustrate how these algorithms work. Topics include particle swarm optimization, ant and bee algorithms, simulated annealing, cuckoo search, firefly algorithm, bat algorithm, flower algorithm, harmony search, algorithm analysis, constraint handling, hybrid methods, parameter tuning and control, as well as multi-objective optimization.

This book can serve as an introductory book for graduates, doctoral students and lecturers in computer science, engineering and natural sciences. It can also serve a source of inspiration for new applications. Researchers and engineers as well as experienced experts will also find it a handy reference.

  • Discusses and summarizes the latest developments in nature-inspired algorithms with comprehensive, timely literature
  • Provides a theoretical understanding as well as practical implementation hints
  • Provides a step-by-step introduction to each algorithm

商品描述(中文翻譯)

自然啟發的優化演算法》系統性地介紹了所有主要的自然啟發演算法用於優化。這本書的統一方法平衡了演算法介紹、理論背景和實際實現,並輔以精心挑選的案例研究,說明這些演算法的運作方式。主題包括粒子群優化、螞蟻和蜜蜂演算法、模擬退火、杜鵑搜尋、螢火蟲演算法、蝙蝠演算法、花朵演算法、和諧搜尋、演算法分析、約束處理、混合方法、參數調整與控制,以及多目標優化。

這本書可以作為計算機科學、工程和自然科學的研究生、博士生和講師的入門書籍。它也可以成為新應用的靈感來源。研究人員和工程師以及經驗豐富的專家也會發現它是一個方便的參考資料。

- 討論並總結自然啟發演算法的最新發展,並提供全面、及時的文獻
- 提供理論理解以及實際實現的提示
- 逐步介紹每個演算法

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