Mesh Dependence in PDE-Constrained Optimisation: An Application in Tidal Turbine Array Layouts (Mathematics of Planet Earth)
暫譯: 偏微分方程約束優化中的網格依賴性:潮汐渦輪陣列佈局的應用(地球數學)
Tobias Schwedes
- 出版商: Springer
- 出版日期: 2017-07-14
- 售價: $2,420
- 貴賓價: 9.5 折 $2,299
- 語言: 英文
- 頁數: 120
- 裝訂: Paperback
- ISBN: 3319594826
- ISBN-13: 9783319594828
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商品描述
This book provides an introduction to PDE-constrained optimisation using finite elements and the adjoint approach. The practical impact of the mathematical insights presented here are demonstrated using the realistic scenario of the optimal placement of marine power turbines, thereby illustrating the real-world relevance of best-practice Hilbert space aware approaches to PDE-constrained optimisation problems.
Many optimisation problems that arise in a real-world context are constrained by partial differential equations (PDEs). That is, the system whose configuration is to be optimised follows physical laws given by PDEs. This book describes general Hilbert space formulations of optimisation algorithms, thereby facilitating optimisations whose controls are functions of space. It demonstrates the importance of methods that respect the Hilbert space structure of the problem by analysing the mathematical drawbacks of failing to do so. The approaches considered are illustrated using the optimisation problem arising in tidal array layouts mentioned above.
This book will be useful to readers from engineering, computer science, mathematics and physics backgrounds interested in PDE-constrained optimisation and their real-world applications.
商品描述(中文翻譯)
本書介紹了使用有限元素法和伴隨方法進行偏微分方程(PDE)約束優化的基本概念。這裡所呈現的數學見解的實際影響,通過最佳海洋發電渦輪機的佈局這一現實場景來展示,從而說明了最佳實踐的希爾伯特空間意識方法在PDE約束優化問題中的現實相關性。
許多在現實情境中出現的優化問題都受到偏微分方程(PDE)的約束。也就是說,需優化的系統配置遵循由PDE給出的物理法則。本書描述了優化算法的一般希爾伯特空間公式,從而促進了控制變數為空間函數的優化。它通過分析不尊重問題的希爾伯特空間結構所帶來的數學缺陷,展示了尊重希爾伯特空間結構的方法的重要性。所考慮的方法通過上述潮汐陣列佈局中出現的優化問題進行說明。
本書將對來自工程、計算機科學、數學和物理背景的讀者有幫助,特別是對PDE約束優化及其現實應用感興趣的讀者。