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考虑风险偏好的动态生产库存问题的鲁棒优化模型 被引量:3

Robust Optimization Model of Dynamic Production and Inventory Management Considering Risk Preference
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摘要 不同阶段需求不确定情况下,决策者的风险偏好和生产过程中的废品处理影响着供应链生产库存管理和供应链整体效益。本文考虑决策者风险偏好下,构建了包含I个生产者企业,一个库存点和一个废物处理基地的T阶段动态供应链生产库存框架,建立了椭球型需求不确定集下,以追求整体收益最大化为目标的不确定优化模型,并应用鲁棒优化理论得到了数据确定性线性鲁棒对应模型,讨论了模型解的可靠性和有效性。最后的算例表明,只有当决策者风险偏好参数在一定范围内时,才会存在满足条件且具有较高可靠性的鲁棒决策,验证了该鲁棒优化模型的合理性。 Under the circumstance of demand uncertainty in diverse stages , the production and inventory man-agement and the entire benefits of supply chain are affected by the risk preference of decision makers and the waste disposal during productive process .Taking the risk preference of decision makers into account , this paper constructs a framework of the T-stage dynamic production and inventory of the supply chain , and this framework contains I-producer enterprises , one warehouse and one Waste Disposal Site Base ( WDB); then the uncertainty optimization model which aims at maximizing overall revenue is established based on the ellipsoidal set of uncer -tain demand.By using the robust idea , we translate the uncertain optimization model into one deterministic linear robust counterpart .We also discuss the reliability and validity of the model .The final numerical results show that there are robust strategies with high reliability only when the parameter of risk preference is valued in a particular range.It also proves the reasonability of this robust optimization model .
出处 《运筹与管理》 CSSCI CSCD 北大核心 2014年第5期48-54,共7页 Operations Research and Management Science
基金 天津市科技发展战略研究计划项目(12ZLZLZF06300)
关键词 动态生产库存管理 鲁棒优化 风险偏好 椭球不确定集 dynamic production and inventory management robust optimization risk preference joint ellipsoiduncertainty set
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参考文献14

  • 1韩东东,施国洪,马汉武.供应链管理中的风险防范[J].工业工程,2002,5(3):37-41. 被引量:49
  • 2Ben-Tal A, Nemirovski A. Robust solutions to uncertain linear programs[J]. Operations Research Letters, 1999, 25(1): 1-13.
  • 3Ben-Tal A, Nemirovski A. Robust solutions of linear programming problems contaminated with uncertain data[ J]. Mathemati- cal. Programming, 2000, 88(3) : 411-424.
  • 4Bertsimas D, Pachamanova D, Sim M. Robust linear optimization under general norms [ J]. Operations Research Letters, 2004, 32(6): 510-516.
  • 5Bertsimas D, Sim M. Robust discrete optimization and network flows[ J]. Mathematieal Programming, 2003, 98 (1) : 49-71.
  • 6Bertsimas D, Sim M. Price of robustness[ J ]. Operation Research, 2004, 52 ( 1 ) : 35-53.
  • 7E1-Ghaoui L, Lebret H. Robust solutions to least-square problems to uncertain data matrices [ J]. SIAM Journal of Matrix Analasis and Applieatons, 1997, 18 (4) : 1035-1064.
  • 8E1-Ghaoui L, Oustry F, Lebret H. Robust solutions to uncertain semidenite programs[ J]. SIAM Journal of Optimization, 1998, 9(1) : 33-52.
  • 9Bertsimas D, Thiele A. A robust optimization approach to inventory theory[J]. Operations Research, 2006, 54(1): 150-168.
  • 10Adida E, Perakis G. A robust optimization approach to dynamic pricing and inventory control with no backorders[ J]. Mathe- matical Programming, 2006, 107 (1-2) : 97-129.

二级参考文献13

  • 1(美)Richard B.Nicholas J Aquilano F Robert Jacobs.生产与运作管理:制造与服务(第8版)[M].北京:机械工业出版社,1999.455.
  • 2Whitin T M. Inventory Control and Price Theory. Management Sci., 1955, 2:61-80.
  • 3Federgruen A, Heching A. Combined Pricing and Inventory Control under Uncertainty. Oper. Res., 1999, 47(3): 454-475.
  • 4Elmaghraby W, Keskinocak P. Dynamic Pricing in the Presence of Inventory Considerations: Research Overview, Current Practices, and Future Directions. Management Sci., 2003, 49:1287-1309.
  • 5Chen X, Simchi-Levi D. Coordinating Inventory Control and Pricing Strategies with Random Demand and Fixed Ordering Cost: the Infinite Horizon Case. Mathematics of Operations Research, 2004, 29(3): 698-723.
  • 6Ben-Tal A, Nemirovski A. Robust Solutions of Uncertain Linear Programs. Oper. Res. Lett., 1999, 25:1-13.
  • 7Ben-Tal A, Nemirovski A. Robust Solutions of Linear Programming Problems Contaminated with Uncertain Data. Math. Programming (Series B), 2000, 88:411-424.
  • 8Ben-Tal A, Nemirovski A, Roos C. Robust Solutions of Uncertain Quadratic and Conic-quadratic Problems. SIAM J. OPTIM., 2001, 13(2): 535-560.
  • 9Ben-Tal A, Nemirovski A. A Robust Optimization Methodology and Applications. Math. Programming (Series B), 2002, 92:453-480.
  • 10Bertsimas D, Sim M. The Price of Robustness. Oper. Res., 2004, 52(1): 35-53.

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