.png){kind=icon}
返回
Joint Multimission Selective Maintenance and Inventory Optimization for Multicomponent Systems Considering Stochastic Dependency
.png){kind=icon}
PRE
AI
DOI：10.1109/TR.2024.3389015.png)
.png){kind=icon}
原文求助.png){kind=icon}
分享.png){kind=icon}
收藏
摘要
En 中文
Studies on maintenance and inventory optimization have been frequently combined to cut the total operation and maintenance costs of multicomponent systems. Most existing studies assume that components are stochastically independent and only collaborate on inventory management-related resources. In practice, stochastic dependencies exist in most complex systems, and limited maintenance time becomes a crucial resource shared by all components during multimission selective maintenance (SM). Neglecting these features reduces the practicality of policies. To address this limitation, we investigate joint multimission SM and inventory optimization for systems considering stochastic dependency among components. First, an extended factor analysis model incorporating the effects of working conditions is proposed, based on which diverse and dependent degradation processes of components under multiple missions can be well characterized. Then, the sequential optimization of joint multimission SM and inventory policies, which consider information about component degradation states, available resources, and mission profiles simultaneously, is developed using a continuous-state Markov decision process. Decision variables are optimized by an efficient reinforcement learning algorithm. Conclusively, the superiority of the proposed method is illustrated using a numerical example of a photovoltaic system.
Keyword:
Degradation
Maintenance
Optimization
Costs
Vectors
Employee welfare
Marine vehicles
Continuous-state Markov decision process (CSMDP)
inventory policy
joint optimization
selective maintenance (SM)
stochastic dependency
期刊
IF:
5.7
论文数:
2.8K
被引数:
8.5K
机构
引用论文
.png){kind=icon}
分享收藏Joint optimization of condition-based opportunistic maintenance and spare parts provisioning policy in multiunit systems多单元系统中基于状态的机会维修和备件供应策略的联合优化
PREAI
分享收藏Hypergraph-based joint optimization of spare part provision and maintenance scheduling for serial-parallel multi-station manufacturing systems基于超图的串并联多工位制造系统备件供应与维修调度联合优化
PREAI
分享收藏Optimal imperfect maintenance cost analysis of a two-component system with failure interactions具有故障相互作用的两组件系统的最佳不完善维护成本分析
OAAI
OAAI分享收藏
查看更多内容