15.770J 物流系统工程 (Logistics Systems)

MIT Course 15 · Operations Management · 运营管理 · 课号 15.770J

TL;DR

• 综合物流网络中的核心算法与决策架构，涵盖设施选址问题（Facility Location Problem）。
• 多式联运货运网络成本权衡、集装箱班轮调度与车辆路径问题（VRP）启发式求解。
• 现代自动化物流配送中心（DC）内部越库作业（Cross-docking）与最后一公里配送优化。

课程简介 / Description

This subject is a survey of the fundamental analytic tools, approaches, and techniques which are useful in the design and operation of logistics systems and integrated supply chains. The material is taught from a managerial perspective, with an emphasis on where and how specific tools can be used to improve the overall performance and reduce the total cost of a supply chain. We place a strong emphasis on the development and use of fundamental models to illustrate the underlying concepts involved in both intra and inter-company logistics operations.

讲义 / Lecture Notes

• 1
  • Course introduction and objectives
  • Concepts and approaches to supply chain uncertainty
• 2
  • Supply chain fundamentals and segmentation analysis (PDF)
• 3
  • Demand forecasting I: Time series analysis (PDF)
• 4
  • Demand forecasting II: Causal analysis (PDF)
• 5
  • Demand forecasting III: New product forecasting (
  • PDF
  • ) (Courtesy of Mahender Singh. Used with permission.)
• 6
  • Demand forecasting IV: Connections to planning and management (
  • PDF
  • ) (Courtesy of Larry Lapide. Used with permission.)
• 7
  • Inventory management I: Level demand, EOQ, sensitivity (PDF)
• 8
  • Inventory management II: EOQ extensions, discounts, exchange curves, etc. (PDF)
• 9
  • Inventory management III: Time-varying demand (fixed horizon) (PDF)
• 10
  • Review of probability and statistics using Excel and textbook
• 11
  • Inventory management IV: Probabilistic demand, safety stock (PDF)
• 12
  • Inventory management V: Backorder costs, implied costs, extensions, A and C items (PDF)
• 13
  • Problem solving session: Probabilistic demand (PDF)
• 14
  • Inventory management VI: Special products — fashion, style, and perishable goods (PDF)
• 15
  • Inventory management VII: MRP and DRP systems (PDF - 1.6 MB)
• 16
  • Inventory management VIII: Inventory management and optimization in practice (
  • PDF
  • ) (Courtesy of Edgar Blanco. Used with permission.)
• 17
  • Supply chain network design (PDF)
• 18
  • Supply chain contracts (PDF)
• 19
  • Auctions in supply chain management (PDF)
• 20
  • Transportation I: Fundamental concepts, strategic networks, connection to inventory planning (PDF - 1.0 MB)
• 21
  • Transportation II: Operational network analysis (PDF)
• 22
  • Transportation III: Routing and scheduling approaches and algorithms
• 23
  • Transportation IV: Shipper perspective — strategies and approaches for design and management (PDF)
• 24
  • Transportation V: Procurement and use of combinatorial auctions
• 25
  • Transportation VI: Carrier operations and yield management (PDF)
• 26
  • Risk pooling strategies and approaches
  • Putting it all together — what really happens in practice?
• 27
  • Final exam

本资料整理自 MIT OpenCourseWare，遵循 Creative Commons BY-NC-SA 4.0 许可协议，仅供个人学习使用。