The GLOBAL Optimization Algorithm: Newly Updated with Java Implementation and Parallelization (SpringerBriefs in Optimization)
暫譯: 全球優化演算法:最新更新的Java實作與平行化(SpringerBriefs in Optimization)

Balázs Bánhelyi, Tibor Csendes, Balázs Lévai, László Pál, Dániel Zombori

  • 出版商: Springer
  • 出版日期: 2018-12-19
  • 售價: $2,420
  • 貴賓價: 9.5$2,299
  • 語言: 英文
  • 頁數: 111
  • 裝訂: Paperback
  • ISBN: 3030023745
  • ISBN-13: 9783030023744
  • 相關分類: Java 程式語言Algorithms-data-structures
  • 海外代購書籍(需單獨結帳)

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商品描述

This book explores the updated version of the GLOBAL algorithm which contains improvements for a local search algorithm and new Java implementations. Efficiency comparisons to earlier versions and on the increased speed achieved by the parallelization, are detailed. Examples are provided for students as well as researchers and practitioners in optimization, operations research, and mathematics to compose their own scripts with ease. A GLOBAL manual is presented in the appendix to assist new users with modules and test functions.  
GLOBAL is a successful stochastic multistart global optimization algorithm that has passed several computational tests, and is efficient and reliable for small to medium dimensional global optimization problems. The algorithm uses clustering to ensure efficiency and is modular in regard to the two local search methods it starts with, but it can also easily apply other local techniques. The strength of this algorithm lies in its reliability and adaptive algorithm parameters. The GLOBAL algorithm is free to download also in the earlier Fortran, C, and MATLAB implementations.

商品描述(中文翻譯)

本書探討了更新版本的 GLOBAL 演算法,該版本包含了對局部搜尋演算法的改進以及新的 Java 實作。詳細比較了與早期版本的效率,以及通過平行化所達到的速度提升。為學生、研究人員和優化、運籌學及數學的實務工作者提供了範例,以便他們輕鬆編寫自己的腳本。附錄中提供了 GLOBAL 手冊,以協助新用戶了解模組和測試函數。

GLOBAL 是一種成功的隨機多啟動全域優化演算法,已通過多項計算測試,對於小到中等維度的全域優化問題具有高效性和可靠性。該演算法使用聚類技術以確保效率,並在其啟動的兩種局部搜尋方法上具有模組化的特性,但也可以輕鬆應用其他局部技術。這個演算法的優勢在於其可靠性和自適應的演算法參數。GLOBAL 演算法的早期 Fortran、C 和 MATLAB 實作也可免費下載。