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A Multi-Agent MPC Scheme for Vertically Integrated Manufacturing Supply Chains

机译:用于垂直集成制造供应链的多智能剂MPC方案

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Manufacturing supply chains (MSC) are large-scale distribution networks in which multiple types of commodities are present. In this paper, operations management in manufacturing supply chains is stated as a tracking control problem: inventory levels at the network should follow desired values over time. A cooperative multi-agent Model Predictive Control (MPC) scheme for operations management in manufacturing supply chains is proposed. The MSC is decomposed into subsystems using a flow decomposition. Two different types of subsystems are possible, transport subsystems for physical connections or production subsystems for manufacturing goods. A control agent is assigned to each subsystem for operations management. Control agents solve their problems in a so-called pull-flow perspective, starting at the end nodes and propagating upstream. Contracted commodity sets per control agent are proposed to limit the computational burden when a subset of the available commodities are handled at a subsystem. The multi-agent MPC performance is illustrated using a MSC composed of suppliers, a plant, retail centers, and end nodes using different prediction policies for commodity demands. The prediction ability of each control agent can be used to keep the inventory levels at the end nodes constant over time and guarantee cooperation between all control agents.
机译:制造供应链(MSC)是大规模分配网络,其中存在多种类型的商品。在本文中,制造供应链中的操作管理被说在于跟踪控制问题:网络上的库存水平应随时间遵循所需的值。提出了一种用于制造供应链中的运营管理的协同多代理模型预测控制(MPC)方案。使用流分解,MSC被分解成子系统。两种不同类型的子系统是可能的,用于制造商品的物理连接或生产子系统的运输子系统。将控制代理分配给每个子系统进行操作管理。控制代理在所谓的拉流透视图中解决了它们的问题,从终端节点开始并在上游传播。建议签约商品集以限制在子系统处理可用商品的子集时限制计算负担。使用由商品需求的不同预测政策,使用由供应商,工厂,零售中心和终端节点组成的MSC来说明多种子体MPC性能。每个控制剂的预测能力可用于在最终节点处保持库存水平恒定时间,并保证所有控制代理之间的合作。

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