Evolutionary Computation Techniques: A Comparative Perspective
暫譯: 進化計算技術:比較視角
Cuevas, Erik, Osuna, Valentin, Oliva, Diego
- 出版商: Springer
- 出版日期: 2018-07-07
- 售價: $4,570
- 貴賓價: 9.5 折 $4,342
- 語言: 英文
- 頁數: 222
- 裝訂: Quality Paper - also called trade paper
- ISBN: 3319845683
- ISBN-13: 9783319845685
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商品描述
This book compares the performance of various evolutionary computation (EC) techniques when they are faced with complex optimization problems extracted from different engineering domains. Particularly focusing on recently developed algorithms, it is designed so that each chapter can be read independently. Several comparisons among EC techniques have been reported in the literature, however, they all suffer from one limitation: their conclusions are based on the performance of popular evolutionary approaches over a set of synthetic functions with exact solutions and well-known behaviors, without considering the application context or including recent developments. In each chapter, a complex engineering optimization problem is posed, and then a particular EC technique is presented as the best choice, according to its search characteristics. Lastly, a set of experiments is conducted in order to compare its performance to other popular EC methods.
商品描述(中文翻譯)
本書比較了各種進化計算(Evolutionary Computation, EC)技術在面對來自不同工程領域的複雜優化問題時的表現。特別關注最近開發的演算法,設計上每一章都可以獨立閱讀。文獻中報導了幾個進化計算技術之間的比較,然而,它們都存在一個限制:其結論是基於流行的進化方法在一組具有精確解和已知行為的合成函數上的表現,而未考慮應用背景或包括最近的發展。在每一章中,提出了一個複雜的工程優化問題,然後根據其搜尋特性,介紹了一種特定的進化計算技術作為最佳選擇。最後,進行了一系列實驗,以比較其性能與其他流行的進化計算方法。