Nature-Inspired Optimizers: Theories, Literature Reviews and Applications
暫譯: 自然啟發的優化器:理論、文獻回顧與應用
Mirjalili, Seyedali, Song Dong, Jin, Lewis, Andrew
- 出版商: Springer
- 出版日期: 2019-02-25
- 售價: $4,480
- 貴賓價: 9.5 折 $4,256
- 語言: 英文
- 頁數: 238
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 3030121267
- ISBN-13: 9783030121266
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商品描述
This book covers the conventional and most recent theories and applications in the area of evolutionary algorithms, swarm intelligence, and meta-heuristics. Each chapter offers a comprehensive description of a specific algorithm, from the mathematical model to its practical application. Different kind of optimization problems are solved in this book, including those related to path planning, image processing, hand gesture detection, among others. All in all, the book offers a tutorial on how to design, adapt, and evaluate evolutionary algorithms. Source codes for most of the proposed techniques have been included as supplementary materials on a dedicated webpage.
商品描述(中文翻譯)
本書涵蓋了進化演算法、群體智慧和元啟發式演算法領域的傳統及最新理論與應用。每一章節都提供了特定演算法的全面描述,從數學模型到其實際應用。本書解決了各種不同的優化問題,包括與路徑規劃、影像處理、手勢檢測等相關的問題。總的來說,本書提供了一個關於如何設計、調整和評估進化演算法的教程。大多數提出的技術的源代碼已作為補充材料包含在專門的網頁上。