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Optimal Strategy for Multi-product Inventory System with Supplier Selection by Using Model Predictive Control

机译:基于模型预测控制的供应商选择的多产品库存系统的最优策略

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In this paper, we compute the optimal strategy to control the stock level of a multiproduct inventory system and to select the supplier from several alternatives such that the total cost is minimum by using the model predictive control. The dynamic of this system will be modeled into linear time invariant state space. Furthermore, to control the stock level and to select the supplier in simultaneous way, the model predictive control will be applied which minimizes an objective function subject to a dynamic equation. This dynamic equation presents the dynamic stock level whereas the objective function of this problem presents the total cost of the supplier selection problem as well as the gain between the stock level and the desired level given by the decision maker. We give the numerical simulation for this system by using the model predictive control toolbox in MATLAB then we observe how this model predictive control method generates the optimal strategy to the corresponding response of the stock level. From the simulation results, the model predictive control generates the optimal strategies to control the stock level with minimum total cost and the stock level follows the decision maker desired level.
机译:在本文中,我们计算出一种最优策略来控制多产品库存系统的库存水平,并通过使用模型预测控制从多个备选方案中选择供应商,以使总成本最小。该系统的动力学将被建模为线性时不变状态空间。此外,为了控制库存水平并同时选择供应商,将应用模型预测控制,该模型预测控制将最小化受动态方程约束的目标函数。该动态方程式表示动态库存水平,而此问题的目标函数表示供应商选择问题的总成本以及库存水平与决策者所希望水平之间的收益。我们通过使用MATLAB中的模型预测控制工具箱对该系统进行了数值模拟,然后观察该模型预测控制方法如何针对库存水平的相应响应生成最佳策略。根据仿真结果,模型预测控制生成最优策略,以最低的总成本控制库存水平,并且库存水平遵循决策者的期望水平。

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