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A process control approach to tactical inventory management in production-inventory systems

机译:生产库存系统中战术库存管理的过程控制方法

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Supply chain management (SCM) is concerned with the efficient movement of goods through a network of suppliers and retailers. As delayed and uncertain dynamical systems, supply chains provide an excellent opportunity for demonstrating the benefits of control engineering principles to what is traditionally perceived as a "business" problem. This paper presents a fundamental yet practical approach for applying control-theoretic principles to tactical inventory management problem in a production-inventory system, the basic unit in a supply chain. Beginning with the use of a fluid analogy, we present internal model control (IMC) and model predictive control (MPC) as means for generating a series of increasingly sophisticated decision policies for inventory management. A combined feedback-feedforward multi-degree-of-freedom IMC policy is shown to properly adjust factory starts in the presence of inventory target changes, forecasted shifts in customer demand, and stochastic changes in demand. The MPC policy displays equivalent performance, but incorporates the added functionality of managing inventory in the presence of constraints, an important practical consideration. The MPC policy shows improved performance, greater flexibility, and higher functionality relative to an advanced order-up-to policy based on control engineering principles found in the literature.
机译:供应链管理(SCM)与通过供应商和零售商的网络有效运输货物有关。作为延迟和不确定的动力系统,供应链为展示控制工程原理对传统上认为是“业务”问题的好处提供了极好的机会。本文提出了一种将控制理论原理应用于生产库存系统(供应链中的基本单位)中的战术库存管理问题的基本但实用的方法。从使用流体类比开始,我们介绍内部模型控制(IMC)和模型预测控制(MPC),作为生成一系列日益复杂的库存管理决策策略的手段。结合使用了反馈-前馈多自由度IMC策略,可以在存在库存目标变化,预测的客户需求变化以及需求的随机变化的情况下适当地调整工厂启动。 MPC策略显示等效的性能,但结合了在存在约束的情况下管理库存的附加功能,这是重要的实际考虑因素。与基于文献中发现的控制工程原理的高级订购至上策略相比,MPC策略具有更高的性能,更大的灵活性和更高的功能。

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