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Optimal production and admission control for a stochastic SOM system with demands for product and PSS

机译:具有产品和PSS需求的随机SOM系统的最优生产和准入控制

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摘要

In decades, many traditional manufacturing firms are making the transition from products manufacturers to the providers of product-service systems (PSSs). The new business mode to support this transition is termed service-oriented manufacturing (SOM) paradigm by researchers and practitioners. In this paper, we address the problem of optimal control for a SOM system in which one factory manufactures products in the first stage and then one service centre realises PSSs by adding some product-based services on the products in the second stage. There are two-class external demands: demands for products and PSSs. The PSSs orders have higher priority and are fully accepted whereas the product orders can either be accepted or rejected. The optimal dynamic admission control of the product orders and the optimal dynamic production control of products are examined simultaneously. We first model the system in the context of a simple production-inventory-queue system and formulate the optimal integrated control problem as a continuous Markov decision process in which the objective is to maximise the profit of the firm. Then we characterise the optimal integrated dynamic control by two state-dependent threshold functions. The monotonicity of two optimal control curves verifies that, to achieve an effective management for the SOM system, the controls of manufacturing subsystem and service subsystem in the SOM system must be coo. We also illustrate the impacts of the revenues of both product orders and PSS orders on the optimal policy numerically. It is interesting that the optimal control policy is independent of the revenue of PSS order.
机译:几十年来,许多传统的制造公司正在从产品制造商过渡到产品服务系统(PSS)的提供商。支持这种过渡的新业务模式被研究人员和从业人员称为面向服务的制造(SOM)范式。在本文中,我们解决了一个SOM系统的最优控制问题,即一个工厂在第一阶段制造产品,然后一个服务中心通过在第二阶段向产品添加一些基于产品的服务来实现PSS。有两类外部需求:对产品和PSS的需求。 PSS订单具有更高的优先级并被完全接受,而产品订单可以被接受或拒绝。同时检查产品订单的最佳动态准入控制和产品的最佳动态生产控制。我们首先在简单的生产-库存-排队系统的背景下对该系统进行建模,然后将最优集成控制问题表述为一个连续的马尔可夫决策过程,其目的是使公司的利润最大化。然后,我们通过两个状态相关的阈值函数来描述最优的集成动态控制。两条最优控制曲线的单调性证明,要实现对SOM系统的有效管理,SOM系统中制造子系统和服务子系统的控制必须是平稳的。我们还以数字方式说明了产品订单和PSS订单的收入对最优策略的影响。有趣的是,最佳控制策略与PSS订单的收入无关。

著录项

  • 来源
    《International Journal of Production Research》 |2013年第24期|7270-7288|共19页
  • 作者单位

    Sino-US Global Logistics Institute, Shanghai Jiao Tong University, Shanghai, China,Research Center for Service Science and Enterprise Innovation, Shanghai Jiao Tong University, Shanghai, China;

    Department of Industrial Engineering & Logistics Management, School of Mechanical Engineering, Shanghai Jiao Tong University, Shanghai, China,Research Center for Service Science and Enterprise Innovation, Shanghai Jiao Tong University, Shanghai, China;

    Department of Industrial Engineering & Logistics Management, School of Mechanical Engineering, Shanghai Jiao Tong University, Shanghai, China;

    Department of Industrial Engineering & Logistics Management, School of Mechanical Engineering, Shanghai Jiao Tong University, Shanghai, China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    service-oriented manufacturing; inventory control; yield management; stochastic dynamic programming; Markov decision process;

    机译:服务导向的制造业;库存控制;收益管理;随机动态规划;马尔可夫决策过程;

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