Evolutionary Computation with Biogeography-based Optimization(Hardcover)
暫譯: 基於生物地理優化的進化計算(精裝版)
Haiping Ma, Dan Simon
- 出版商: Wiley
- 出版日期: 2017-11-30
- 售價: $5,970
- 貴賓價: 9.5 折 $5,672
- 語言: 英文
- 頁數: 344
- 裝訂: Hardcover
- ISBN: 1848218079
- ISBN-13: 9781848218079
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商品描述
Evolutionary computation algorithms are employed to minimize functions with large number of variables. Biogeography-based optimization (BBO) is an optimization algorithm that is based on the science of biogeography, which researches the migration patterns of species. These migration paradigms provide the main logic behind BBO. Due to the cross-disciplinary nature of the optimization problems, there is a need to develop multiple approaches to tackle them and to study the theoretical reasoning behind their performance. This manuscript intends to explain the mathematical model of BBO algorithm and its variants created to cope with continuous domain problems (with and without constraints) and combinatorial problems.
Due to the cross-disciplinary nature of the optimization problems, there is a need to develop multiple approaches to tackle them and to study the theoretical reasoning behind their performance. This manuscript intends to explain the mathematical model of BBO algorithm and its variants created to cope with continuous domain problems (with and without constraints) and combinatorial problems.
商品描述(中文翻譯)
進化計算演算法被用來最小化具有大量變數的函數。基於生物地理學的優化(Biogeography-based optimization, BBO)是一種基於生物地理學科學的優化演算法,該科學研究物種的遷徙模式。這些遷徙範式提供了BBO的主要邏輯。由於優化問題的跨學科特性,需要開發多種方法來解決這些問題,並研究其性能背後的理論推理。本手稿旨在解釋BBO演算法的數學模型及其變體,這些變體是為了應對連續領域問題(有約束和無約束)以及組合問題而創建的。