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COURSE · 15.764J

15.764J 运营管理理论 (The Theory of Operations Management)

运营管理学界的数学理论根基,涵盖连续时间马尔可夫决策过程与动态规划求解。 古典库存理论((s, S) 与基准存货策略)的最优性证明与多梯队系统控制。 排队网络理论(Jackson 网络)、流体近似模型及收益管理中的动态联合定价博弈。

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运营管理
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15.764J
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15.764J 运营管理理论 (The Theory of Operations Management)

MIT Course 15 · Operations Management · 运营管理 · 课号 15.764J

TL;DR

  • 运营管理学界的数学理论根基,涵盖连续时间马尔可夫决策过程与动态规划求解。
  • 古典库存理论((s,S)(s, S) 与基准存货策略)的最优性证明与多梯队系统控制。
  • 排队网络理论(Jackson 网络)、流体近似模型及收益管理中的动态联合定价博弈。

课程简介 / Description

The doctoral seminar 15.764 focuses on theoretical work for studying operations planning and control problems. This term's special topic, "Customer-Driven Operations," considers how a number of companies have succeeded in focusing their operation systems on the customer. The class reviews the quantitative models and theoretical tools underlying some of the customer-driven operational practices of these cutting-edge companies. Students will read and present research papers on topics such as distribution systems, short life-cycle product management, and forecast evolution models.

讲义 / Lecture Notes

  • 1
    • Organizational Session: In this first class the professor will provide a preview of each of the themes and papers to be covered in the semester, and discuss logistical issues.
    • Part I: Distribution Systems
  • 2
    • Presentation courtesy of Tor Schoenmeyr. Used with permission (
    • PDF
    • ). This summary presentation is based on: Eppen, Gary, and Linus Schrage. "Centralized Ordering Policies in a Multi-Warehouse System with Lead times and Random Demand."
    • TIMS Studies in the Management Sciences
    • . Vol. 16,
    • Multi-Level Production/Inventory Control Systems, Theory and Practice
    • , edited by Leroy B. Schwarz. Amsterdam: North-Holland, 1981.
    • Tor Schoenmeyr
  • 3
    • Presentation courtesy of Hongmin Li. Used with permission (
    • PDF
    • ). This summary presentation is based on: Graves, Stephen. "A Multi-Echelon Inventory Model for a Repairable Item with One-for-One Replenishment."
    • Management Science
    • 31, no. 10 (1985).
    • Hongmin Li
  • 4
    • This summary presentation is based on: Roundy, Robin. "98%-Effective Integer-Ratio Lot Sizing for One-Warehouse Multi-Retailer Systems."
    • Management Science
    • 31, no. 11 (1985): 1416-30.
    • Riadh Alimi
    • Part II: Assemble-to-Order Systems
  • 5
    • Presentation courtesy of Shobhit Gupta. Used with permission (
    • PDF
    • ). This summary presentation is based on: Rosling, K. "Optimal Inventory Policies for Assembly Systems Under Random Demand."
    • Operations Research
    • 43, no. 6 (1989).
    • Shobhit Gupta
  • 6
    • This summary presentation is based on: Gallien, Jérémie, and Lawrence Wein. "A Simple and Effective Component Procurement Policy for Stochastic Assembly Systems."
    • Queueing Systems Theory and Applications
    • 38, no. 2 (2001).
    • Theophane Weber
  • 7
    • Presentation (
    • PDF
    • ). This summary presentation is based on: Lu, Yingdong, and Jing-Sheng Song. "Order-Based Cost Optimization in Assemble-to-Order Systems." 2003. To appear in
    • Operations Research
    • .
    • Ping Xu
  • 8
    • Presentation courtesy of Nicolas Miegeville. Used with permission (
    • PDF
    • ). This summary presentation is based on: Wang, Y., and P. Glasserman. "Lead-time Inventory Trade-offs in Assemble-to-Order Systems."
    • Operations Research
    • 43, no. 6 (1998).
    • Nicolas Miegeville
  • 9
    • Presentation (
    • PDF
    • ). This summary presentation is based on: Plambeck, Erica, and Amy Ward. "Optimal Control of High-Volume Assemble-to-Order Systems." Stanford, CA: Stanford University, 2003.
    • Ping Xu
    • Part III: Forecast Evolution Models
  • 10
    • Presentation courtesy of Kai Jiang. Used with permission (
    • PDF
    • ). This summary presentation is based on: Heath, D. C., and P. L. Jackson. "Modeling the Evolution of Demand Forecasts with Application to Safety Stock Analysis in Production/Distribution Systems."
    • IIE Transactions
    • 26, no. 3 (1994): 17-30.
    • Kai Jiang
  • 11
    • Presentation courtesy of Nicolas Miegeville. Used with permission (
    • PDF
    • ). This summary presentation is based on: Graves, Stephen, D. B. Kletter, and W. B. Hetzel. "A Dynamic Model for Requirements Planning with Application to Supply Chain Optimization."
    • Operations Research
    • 46, supp. no. 3 (1998): S35-49.
    • Nicolas Miegeville
  • 12
    • Presentation courtesy of Guillaume Roels. Used with permission (
    • PDF
    • ). This summary presentation is based on: Toktay, Beryl L., and Lawrence M. Wein. "Analysis of a Forecasting-Production-Inventory System with Stationary Demand."
    • Management Science
    • 47, no. 9 (2001): 1268-81.
    • Guillaume Roels
    • Part IV: Short Life-Cycle Product Management
  • 13
    • Presentation courtesy of Hongmin Li. Used with permission (
    • PDF
    • ). This summary presentation is based on: Fisher, Marshall, and A. Raman. "Reducing the Cost of Demand Uncertainty Through Accurate Response to Early Sales."
    • Operations Research
    • 44, no. 1 (1996): 87-99.
    • Hongmin Li
  • 14
    • Presentation courtesy of Guillaume Roels. Used with permission (
    • PDF
    • ). This summary presentation is based on: Kurawarwala, A., and H. Matsuo. "Forecasting and Inventory Management of Short Life-Cycle Products."
    • Operations Research
    • 44, no. 1 (1996): 131-50.
    • Guillaume Roels
  • 15
    • Presentation courtesy of Dan McCarthy. Used with permission (
    • PDF
    • ). This summary presentation is based on: Ho, Teck-Hua, Sergei Savin, and Christian Terwiesch. "Managing Demand and Sales Dynamics in New Product Diffusion Under Supply Constraint."
    • Management Science
    • 48, no. 2 (2002): 187-206.
    • Dan McCarthy
  • 16
    • Presentation courtesy of Adrien de Chaisemartin. Used with permission (
    • PDF
    • ). This summary presentation is based on: Fisher, Marshall, and Kumar Rajaram. "Accurate Retail Testing of Fashion Merchandise: Methodology and Application."
    • Marketing Science
    • 19, no. 3 (2000): 266-78.
    • Adrien de Chaisemartin
    • Part V: Customer Choice Models
  • 17
    • Presentation courtesy of Felipe Caro. Used with permission (
    • PDF
    • ). This summary presentation is based on: Mahajan, Siddharth, and Garrett van Ryzin. "Stocking Retail Assortments Under Dynamic Consumer Substitution."
    • Operations Research
    • 49, no. 3 (2001): 334-51.
    • Felipe Caro
  • 18
    • Presentation courtesy of Adrien de Chaisemartin. Used with permission (
    • PDF
    • ). This summary presentation is based on: Bitran, Gabriel, P. Rocha e Oliveira, and A. Schilkrut. "Managing Customer Relationships Through Price and Service Quality." Cambridge, MA: MIT Sloan School of Management, 2003.
    • Adrien de Chaisemartin
  • 19
    • Talluri, Kalyan, and Garrett van Ryzin. "Revenue Management Under a General Discrete Choice Model of Consumer Behavior."
    • Bhuwan Singh
    • Part VI: Customer Service Centers
  • 20
    • Presentation courtesy of Huanran Wang. Used with permission (
    • PDF
    • ). This summary presentation is based on: Whitt, Ward. "Improving Service by Informing Customers About Anticipated Delays."
    • Management Science
    • 45, no. 2 (1999): 192-207.
    • Huanran Wang
  • 21
    • Presentation courtesy of Stephen Shum. Used with permission (
    • PDF
    • ). This summary presentation is based on: Harrison, Michael J., and Assaf Zeevi. "A Method for Staffing Large Call Centers Based on Stochastic Fluid Models." Stanford, CA: Stanford University, 2003.
    • Stephen Shum
  • 22
    • Presentation courtesy of Dan McCarthy. Used with permission (
    • PDF
    • ). This summary presentation is based on: Pinker, Edieal J., and Robert A. Shumsky. "The Efficiency-Quality Trade-Off of Cross-Trained Workers."
    • Manufacturing and Service Operations Management
    • 2, no. 1 (2000): 32-48.
    • Dan McCarthy
  • 23
    • Armony, Mor, and Costis Maglaras. "On Customer Contact Centers with a Call-Back Option: Customer Decisions, Routing Rules and System Design."
  • 24
    • Shumsky, Robert A., and Edieal J. Pinker. "Gatekeepers and Referrals in Services."

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