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A dynamic programming approach to achieving an optimal end-state along a serial production line

机译:一种动态编程方法,可在串行生产线上实现最佳的最终状态

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摘要

In modern production systems, it is critical to perform maintenance, calibration, installation, and upgrade tasks during planned downtime. Otherwise, the systems become unreliable and new product introductions are delayed. For reasons of safety, testing, and access, task performance often requires the vicinity of impacted equipment to be left in a specific "end state" when production halts. Therefore, planning the shutdown of a production system to balance production goals against enabling non-production tasks yields a challenging optimization problem. This article proposes a mathematical formulation of this problem and a dynamic programming approach that efficiently finds optimal shutdown policies for deterministic serial production lines. An event-triggered re-optimization procedure that is based on the proposed deterministic dynamic programming approach is also introduced for handling uncertainties in the production line for the stochastic case. It is demonstrated numerically that in these cases with random breakdowns and repairs, the re-optimization procedure is efficient and even obtains results that are optimal or nearly optimal.
机译:在现代生产系统中,在计划内的停机时间内执行维护,校准,安装和升级任务至关重要。否则,系统将变得不可靠,并且新产品的推出将被延迟。出于安全,测试和访问的原因,任务执行通常需要在停止生产时将受影响的设备附近保持在特定的“最终状态”。因此,计划生产系统的关闭以平衡生产目标与实现非生产任务之间的平衡会带来富有挑战性的优化问题。本文提出了该问题的数学公式和一种动态编程方法,该方法可以有效地为确定性串行生产线找到最佳的停机策略。还引入了基于建议的确定性动态规划方法的事件触发的重新优化过程,以处理随机情况下生产线中的不确定性。数值证明,在这些情况下,如果发生随机故障和维修,重新优化过程将非常有效,甚至可以获得最佳或接近最佳的结果。

著录项

  • 来源
    《IIE Transactions》 |2013年第12期|1278-1292|共15页
  • 作者单位

    School of Information Systems, Singapore Management University, 80 Stamford Road, Singapore 178902;

    Pricing and Yield Management, Facebook, 1601 Willow Road, Menlo Park, CA 94025, USA;

    Department of Industrial and Operations Engineering, University of Michigan, 1205 Beal Avenue, Ann Arbor, MI 48109, USA;

    Operations Research Activity, General Motors R&D and Strategic Planning M/C 480-106-359, 30500 Mound Road, Warren, MI 48154, USA;

    Department of Industrial and Operations Engineering, University of Michigan, 1205 Beal Avenue, Ann Arbor, MI 48109, USA;

  • 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

    Manufacturing systems; shutdown planning; auto industry; dynamic programming;

    机译:制造系统;停工计划;汽车工业;动态编程;
  • 入库时间 2022-08-18 03:51:07

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