Basic Concepts of Global Optimization

Stein, Oliver

  • 出版商: Springer
  • 出版日期: 2024-11-19
  • 售價: $2,570
  • 貴賓價: 9.5$2,442
  • 語言: 英文
  • 頁數: 183
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 3662662396
  • ISBN-13: 9783662662397
  • 海外代購書籍(需單獨結帳)

相關主題

商品描述

This textbook is an introduction to global optimization, which treats mathematical facts stringently on the one hand, but also motivates them in great detail and illustrates them with 80 figures. The book is therefore not only aimed at mathematicians, but also at natural scientists, engineers and economists who want to understand and apply mathematically sound methods in their field.

With almost two hundred pages, the book provides enough choices to use it as a basis for differently designed lectures on global optimization. The detailed treatment of the global solvability of optimization problems under application-relevant conditions sets a new accent that enriches the stock of previous textbooks on optimization. Using the theory and algorithms of smooth convex optimization, the book illustrates that the global solution of a class of optimization problems frequently encountered in practice is efficiently possible, while for the more difficult-to-handle non-convex problems itdevelops in detail the ideas of branch-and-bound methods.

This book is the English translation of the 2nd edition of "Grundzüge der Globalen Optimierung" (Springer, 2021) written in German. The translation was done with the help of artificial intelligence. A subsequent revision was performed by the author to further refine the work and to ensure that the translation is appropriate concerning content and scientific correctness. It may, however, read stylistically different from a conventional translation.

商品描述(中文翻譯)

這本教科書是全球優化的入門書籍,一方面嚴謹地處理數學事實,另一方面則詳細地激發這些事實的動機,並用80幅圖示進行說明。因此,這本書不僅針對數學家,也適合希望在其領域中理解和應用數學上可靠方法的自然科學家、工程師和經濟學家。

這本書近兩百頁,提供了足夠的選擇,可以作為設計不同全球優化講座的基礎。對於在應用相關條件下優化問題的全球可解性進行詳細處理,為以往的優化教科書增添了新的重點。利用平滑凸優化的理論和算法,這本書說明了在實踐中經常遇到的一類優化問題的全球解是高效可行的,而對於更難處理的非凸問題,則詳細發展了分支界限法的思路。

這本書是《Grundzüge der Globalen Optimierung》(Springer, 2021)第二版的英文翻譯,原文為德文。翻譯是借助人工智慧完成的。隨後,作者進行了修訂,以進一步完善作品,並確保翻譯在內容和科學正確性上是合適的。然而,這本書的文風可能與傳統翻譯有所不同。

作者簡介

Prof. Dr. Oliver Stein is a full professor at the Karlsruhe Institute of Technology, where he heads the Continuous Optimization group at the Institute for Operations Research. His research focuses on the design and implementation of optimization methods and their theoretical foundations. His teaching focuses on global optimization, nonlinear optimization, mixed-integer optimization, convex analysis, parametric optimization, and multiobjective optimization.

作者簡介(中文翻譯)

奧利佛·施泰因教授是卡爾斯魯厄理工學院的全職教授,負責運籌學研究所的持續優化小組。他的研究專注於優化方法的設計與實施及其理論基礎。他的教學內容涵蓋全球優化、非線性優化、混合整數優化、凸分析、參數優化及多目標優化。