Quantitative Methods in Supply Chain Management: Models and Algorithms
Ioannis T. Christou
- 出版商: Springer
- 出版日期: 2011-10-05
- 售價: $6,640
- 貴賓價: 9.5 折 $6,308
- 語言: 英文
- 頁數: 398
- 裝訂: Hardcover
- ISBN: 0857297651
- ISBN-13: 9780857297655
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相關分類:
Algorithms-data-structures
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商品描述
Quantitative Methods in Supply Chain Management presents some of the most important methods and tools available for modeling and solving problems arising in the context of supply chain management. In the context of this book, “solving problems” usually means designing efficient algorithms for obtaining high-quality solutions.
The first chapter is an extensive optimization review covering continuous unconstrained and constrained linear and nonlinear optimization algorithms, as well as dynamic programming and discrete optimization exact methods and heuristics. The second chapter presents time-series forecasting methods together with prediction market techniques for demand forecasting of new products and services. The third chapter details models and algorithms for planning and scheduling with an emphasis on production planning and personnel scheduling. The fourth chapter presents deterministic and stochastic models for inventory control with a detailed analysis on periodic review systems and algorithmic development for optimal control of such systems. The fifth chapter discusses models and algorithms for location/allocation problems arising in supply chain management, and transportation problems arising in distribution management in particular, such as the vehicle routing problem and others. The sixth and final chapter presents a short list of new trends in supply chain management with a discussion of the related challenges that each new trend might bring along in the immediate to near future.
Overall, Quantitative Methods in Supply Chain Management may be of particular interest to students and researchers in the fields of supply chain management, operations management, operations research, industrial engineering, and computer science.
商品描述(中文翻譯)
《供應鏈管理中的定量方法》介紹了一些在供應鏈管理中建模和解決問題的重要方法和工具。在本書的背景下,「解決問題」通常意味著設計高效的演算法以獲得高品質的解決方案。
第一章是一個廣泛的優化回顧,涵蓋了連續的無約束和有約束的線性及非線性優化演算法,以及動態規劃和離散優化的精確方法與啟發式方法。第二章介紹了時間序列預測方法以及用於新產品和服務需求預測的預測市場技術。第三章詳細說明了計劃和排程的模型和演算法,重點在於生產計劃和人員排程。第四章介紹了庫存控制的確定性和隨機模型,並對週期性檢查系統進行了詳細分析,並針對這些系統的最佳控制進行了演算法開發。第五章討論了在供應鏈管理中出現的地點/分配問題的模型和演算法,特別是分配管理中出現的運輸問題,如車輛路由問題等。第六章也是最後一章,介紹了供應鏈管理中的新趨勢,並討論了每個新趨勢可能帶來的相關挑戰,這些挑戰可能在不久的將來出現。
總體而言,《供應鏈管理中的定量方法》可能特別吸引供應鏈管理、運營管理、運營研究、工業工程和計算機科學領域的學生和研究人員。