Applied Simulation and Optimization 2: New Applications in Logistics, Industrial and Aeronautical Practice
暫譯: 應用模擬與優化 2:物流、工業與航空實務中的新應用
- 出版商: Springer
- 出版日期: 2017-05-29
- 售價: $4,470
- 貴賓價: 9.5 折 $4,247
- 語言: 英文
- 頁數: 282
- 裝訂: Hardcover
- ISBN: 3319558099
- ISBN-13: 9783319558097
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地理資訊系統 Gis
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商品描述
Building on the author’s earlier Applied Simulation and Optimization, this book presents novel methods for solving problems in industry, based on hybrid simulation-optimization approaches that combine the advantages of both paradigms. The book serves as a comprehensive guide to tackling scheduling, routing problems, resource allocations and other issues in industrial environments, the service industry, production processes, or supply chains and aviation. Logistics, manufacturing and operational problems can either be modelled using optimization techniques or approaches based on simulation methodologies. Optimization techniques have the advantage of performing efficiently when the problems are properly defined, but they are often developed through rigid representations that do not include or accurately represent the stochasticity inherent in real systems. Furthermore, important information is lost during the abstraction process to fit each problem into the optimization technique. On the other hand, simulation approaches possess high description levels, but the optimization is generally performed through sampling of all the possible configurations of the system. The methods explored in this book are of use to researchers and practising engineers in fields ranging from supply chains to the aviation industry.
商品描述(中文翻譯)
本書基於作者早期的《應用模擬與優化》,提出了針對工業問題的創新解決方法,這些方法基於混合模擬-優化方法,結合了兩種範式的優點。本書作為一個全面的指南,旨在解決工業環境、服務業、生產過程、供應鏈及航空等領域中的排程、路由問題、資源分配及其他問題。物流、製造和運營問題可以使用優化技術或基於模擬方法的方式進行建模。優化技術在問題定義得當時具有高效執行的優勢,但它們通常是通過僵化的表示方式開發的,這些表示方式未能包含或準確表達真實系統中固有的隨機性。此外,在將每個問題適配到優化技術的過程中,重要信息會在抽象過程中丟失。另一方面,模擬方法具有高描述水平,但優化通常是通過對系統所有可能配置的抽樣來進行。本書中探討的方法對於從供應鏈到航空業的研究人員和實踐工程師均有幫助。