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Copula-CVaR下考虑随机成本和需求的单周期订货决策研究
引用本文:周赛玉,王长军,邵栗.Copula-CVaR下考虑随机成本和需求的单周期订货决策研究[J].运筹与管理,2020,29(4):138-146.
作者姓名:周赛玉  王长军  邵栗
作者单位:东华大学 旭日工商管理学院,上海 200051
基金项目:国家自然科学基金资助项目(71572033,71832001);上海市哲学社会科学规划基金项目(2019BGL036)。
摘    要:不确定环境下的单周期最优订货量决策具有重要且广泛的应用价值。与传统的仅考虑需求不确定性的报童模型不同,本文考虑市场价格恒定,但成本和需求随机变化且相关联下的报童决策问题。为此,采用Copula函数构建成本和需求之间的关联,考虑决策者可能具有的风险态度,建立了相应的Copula-CVaR模型,证明了模型解的存在性和唯一性,并将模型离散化为易求解的线性规划问题。最后,通过不同的风险水平和多种Copula函数下的仿真,分析了随机成本与需求的相关性和波动性对最优决策结果影响,并得到相关结论,为相关企业决策提供依据。

关 键 词:Copula函数  条件风险价值  报童模型  蒙特卡洛模拟  线性规划  
收稿时间:2017-05-17

Decision on Single-Period Opti mal Order Quantity by Using Copu la-CVaR Based on Stochastic Cost and Price
ZHOU Sai-yu,WANG Chang-jun,SHAO Li.Decision on Single-Period Opti mal Order Quantity by Using Copu la-CVaR Based on Stochastic Cost and Price[J].Operations Research and Management Science,2020,29(4):138-146.
Authors:ZHOU Sai-yu  WANG Chang-jun  SHAO Li
Institution:Glorious Sun School of Business and Management, Donghua University, Shanghai 200051, China
Abstract:The decision of single-period optimal order quantity under uncertain environment is a very important issue which has been widely applied.Different from the traditional newsvendor model concerning uncertain demand merely,a newsvendor decision-making problem under given price and stochastic and correlative demand and cost is investigated in this paper.Therefore,a corresponding Copula-CVaR model is proposed,and then,the existence and uniqueness of the solution are proved.Moreover,by discretization,a tractable linear programming model is developed.Finally,the experiment simulation is conducted to analyse the relation between optimal decisions with correlation and violation of uncertain cost and demand under different Copulafunctions and different risk attitudes.Several results are obtained which can provide the guidance for the enterprises.
Keywords:copula function  conditional value-at-risk  newsvendor model  monte carlo simulation  linear programming
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