Glowworm Swarm Optimization: Theory, Algorithms, and Applications
暫譯: 螢火蟲群體優化:理論、演算法與應用
Kaipa, Krishnanand N., Ghose, Debasish
- 出版商: Springer
- 出版日期: 2018-07-13
- 售價: $4,600
- 貴賓價: 9.5 折 $4,370
- 語言: 英文
- 頁數: 248
- 裝訂: Quality Paper - also called trade paper
- ISBN: 3319846949
- ISBN-13: 9783319846941
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相關分類:
ARM、Algorithms-data-structures
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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,包括其基本概念、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。書中還討論了幾個不同複雜程度的研究問題,供有興趣的研究者嘗試。GSO 演算法的通用性在於其應用於從優化到機器人技術等多種問題。範例包括多重最優解的計算、年度作物規劃、合作探索、分散式搜尋、多源定位、污染物邊界繪製、無線感測器網路、聚類、背包問題、數值積分、解固定點方程、解非線性方程組以及工程設計優化。本書對於在群體智慧和計算智慧領域進行相關研究的研究者以及研究生和本科生來說,都是一個寶貴的資源。