期刊文献+

基于模型预测控制的供应链操作优化仿真方案 被引量:3

Simulation Scheme for Centralized Supply Chain Operation Based on Model Predictive Control Strategy
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摘要 基于模型预测控制算法为供应链中的操作决策问题建立动态定量的供应链整体系统模型进行研究,结合供应链特点改进目标函数,使得利润最大化同时保证了客户服务最大可能地接近期望水平,提出了一整套供应链滚动操作优化决策方案,为供应链决策者提供一体化的动态决策支持;并进一步针对不确定性市场需求的现实,引入风险值库存管理策略,定量测量和控制需求预测误差带来的库存风险,设计出应用于需求不确定市场环境下供应链滚动操作优化决策方案。基于GAMS的仿真结果证明了算法的有效性。 A dynamic quantitative model for the supply chain operation process was established to obtain an integrative decision-making solution schema based on modelpredictive control strategy, and a revision to the optimization objective was made to ensure that the optimal solution minimizes overall costs, while it satisfies a certain customer demand satisfactory (CDS) level; Furthermore, the Value-at-Risk (VaR) inventory management strategy was inducted to measure and control the inventory risk quantitatively, and a dynamic rolling decision-making schema for supply chain operation was proposed under uncertainty of demands. The GAMS simulation results prove the efficiency of the algorithm.
出处 《系统仿真学报》 EI CAS CSCD 北大核心 2008年第16期4221-4226,共6页 Journal of System Simulation
基金 国家自然科学基金(60674086)
关键词 GAMS 模型预测控制 供应链管理 风险值估计库存管理策略(VaR) GAMS model predictive control supply chain management Value-at-Risk inventory management
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参考文献9

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二级参考文献20

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