现代制造工程 ›› 2026, Vol. 549 ›› Issue (6): 11-20.doi: 10.16731/j.cnki.1671-3133.2026.06.002

• 先进制造系统管理运作 • 上一篇    下一篇

考虑维护等待的制造系统视情维护和生产联合优化*

任思远, 李亚平   

  1. 南京林业大学经济管理学院,南京 210037
  • 收稿日期:2025-03-31 出版日期:2026-06-18 发布日期:2026-07-02
  • 通讯作者: 李亚平,副教授,博士,主要研究方向为维护决策、可靠性建模。 E-mail:liypjs@163.com
  • 作者简介:任思远,硕士研究生,主要研究方向为维护决策。E-mail:rensiyuan799@163.com
  • 基金资助:
    *国家自然科学基金项目(72171120)

Joint optimization of condition-based maintenance and condition-based production in manufacturing systems considering planning time

REN Siyuan, LI Yaping   

  1. College of Economics and Management,Nanjing Forestry University,Nanjing 210037,China
  • Received:2025-03-31 Online:2026-06-18 Published:2026-07-02

摘要: 针对现实中由于维护保障不足导致维护等待时间较长的问题,提出考虑维护等待的视情维护和生产联合优化模型。假设生产系统初始以最大速率运转,并且退化依赖于生产。首先使用平稳伽马过程对退化进行建模,并构建退化和生产速率之间的量化关系。接着,将问题抽象为离散时间下的马尔可夫决策过程,构建更新周期下长期成本率最小化的贝尔曼期望方程。最后,采用逆向归纳法进行求解计算,得到最优计划维护状态阈值和各状态下的最优生产速率。数值算例结果表明,当维护等待时间变化时,系统优先调整维护状态阈值,而非生产策略。此外,依据制定出的生产和维护联合优化策略,系统在低退化状态下尽可能以最大速率生产,仅在高退化状态降低生产速率以控制退化。

关键词: 视情维护, 维护等待, 马尔可夫决策过程, 基于状态的生产

Abstract: To address the issue of long maintenance waiting times in reality due to inadequate timely maintenance support,a joint optimization model for condition-based maintenance and production is proposed. It is assumed that the production system initially operates at a maximum rate and that degradation depends on production. First, the degradation is modeled using a smooth gamma process and a quantitative relationship between the degradation and the production rate is established. Next,the problem is abstracted to a Markov decision process in discrete time and the Bellman equation for minimizing the long-time production cost under a single production cycle is constructed. Finally,the problem is solved using the value iteration method to obtain the optimal planned maintenance state thresholds and the optimal production rate in each state. The numerical example results show that when the maintenance waiting time changes,the system adjusts the maintenance state threshold in preference to the production strategy. In addition,based on the formulated optimal policy,the system produces at the maximum possible rate in the low degradation state and reduces the production rate only in the high degradation state to control the degradation.

Key words: condition-based maintenance, planning time, Markov decision process, condition-based production

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