Glowworm Swarm Optimization: Theory, Algorithms, and Applications (Studies in Computational Intelligence)

Krishnanand N. Kaipa, Debasish Ghose

  • 出版商: Springer
  • 出版日期: 2017-01-18
  • 售價: $4,290
  • 貴賓價: 9.5$4,076
  • 語言: 英文
  • 頁數: 248
  • 裝訂: Hardcover
  • ISBN: 3319515942
  • ISBN-13: 9783319515946
  • 相關分類: ARMAlgorithms-data-structures
  • 海外代購書籍(需單獨結帳)

商品描述

This book provides a comprehensive account of the glowworm swarm optimization (GSO) algorithm, including details of the underlying ideas, theoretical foundations, algorithm development, various applications, and MATLAB programs for the basic GSO algorithm. It also discusses several research problems at different levels of sophistication that can be attempted by interested researchers. The generality of the GSO algorithm is evident in its application to diverse problems ranging from optimization to robotics. Examples include computation of multiple optima, annual crop planning, cooperative exploration, distributed search, multiple source localization, contaminant boundary mapping, wireless sensor networks, clustering, knapsack, numerical integration, solving fixed point equations, solving systems of nonlinear equations, and engineering design optimization.
 
The book is a valuable resource for researchers as well as graduate and undergraduate students in the area of swarm intelligence and computational intelligence and working on these topics.

商品描述(中文翻譯)

本書全面介紹了螢火蟲群體優化(Glowworm Swarm Optimization,GSO)演算法,包括底層思想、理論基礎、演算法開發、各種應用以及基本GSO演算法的MATLAB程式。它還討論了幾個不同程度的研究問題,供有興趣的研究人員嘗試。GSO演算法的普遍性在於其應用範圍廣泛,從優化到機器人技術都有涉及。例子包括多個最佳解的計算、年度作物規劃、合作探索、分散式搜索、多源定位、污染邊界繪製、無線感測網路、分群、背包問題、數值積分、解定點方程、解非線性方程組和工程設計優化等。

本書對於融入群體智能和計算智能領域的研究人員以及研究這些主題的研究生和本科生來說是一個寶貴的資源。