Fundamentals of Optimization Techniques with Algorithms
暫譯: 優化技術與演算法基礎
Nayak, Sukanta
- 出版商: Academic Press
- 出版日期: 2020-08-25
- 售價: $5,470
- 貴賓價: 9.5 折 $5,197
- 語言: 英文
- 頁數: 300
- 裝訂: Quality Paper - also called trade paper
- ISBN: 0128211261
- ISBN-13: 9780128211267
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相關分類:
Algorithms-data-structures
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商品描述
Optimization is a key concept in mathematics, computer science, and operations research, and is essential to the modeling of any system, playing an integral role in computer-aided design. Fundamentals of Optimization Techniques with Algorithms presents a complete package of various traditional and advanced optimization techniques along with a variety of example problems, algorithms and MATLAB(c) code optimization techniques, for linear and nonlinear single variable and multivariable models, as well as multi-objective and advanced optimization techniques. It presents both theoretical and numerical perspectives in a clear and approachable way. In order to help the reader apply optimization techniques in practice, the book details program codes and computer-aided designs in relation to real-world problems. Ten chapters cover, an introduction to optimization; linear programming; single variable nonlinear optimization; multivariable unconstrained nonlinear optimization; multivariable constrained nonlinear optimization; geometric programming; dynamic programming; integer programming; multi-objective optimization; and nature-inspired optimization. This book provides accessible coverage of optimization techniques, and helps the reader to apply them in practice.
商品描述(中文翻譯)
優化是數學、計算機科學和運籌學中的一個關鍵概念,對於任何系統的建模都是必不可少的,並在計算機輔助設計中扮演著重要角色。《優化技術與演算法基礎》提供了一整套各種傳統和先進的優化技術,並附有多種範例問題、演算法和 MATLAB(c) 代碼優化技術,涵蓋線性和非線性單變量及多變量模型,以及多目標和先進的優化技術。該書以清晰易懂的方式呈現理論和數值的觀點。為了幫助讀者在實踐中應用優化技術,書中詳細介紹了與現實問題相關的程式碼和計算機輔助設計。十個章節涵蓋了優化的介紹;線性規劃;單變量非線性優化;多變量無約束非線性優化;多變量有約束非線性優化;幾何規劃;動態規劃;整數規劃;多目標優化;以及自然啟發的優化。這本書提供了易於理解的優化技術介紹,並幫助讀者在實踐中應用這些技術。