Journal of Shanghai Jiaotong University >
Joint Optimization of Replacement and Spare Parts Ordering with Dual Sourcing
Received date: 2021-05-10
Online published: 2022-06-28
To optimize the joint decisions of equipment maintenance and spare parts ordering with dual sourcing, a joint policy is proposed for a multi-unit parallel manufacturing system. The degradation trajectories of components are described by the Poisson process. The joint decisions are modeled according to the Markov decision process. Based on components and inventory status, the transition probability of a system is formulated. The value iteration algorithm is applied to obtain the optimal maintenance and spare parts ordering policy to minimize the average total cost of the system. Furthermore, to shorten the computation time, a heuristic strategy is developed according to the principle of sequential optimization. Numerical experiments with a two-component system are conducted to analyze the decision difference between the heuristic strategy and the optimal strategy. The sensitivity analysis shows that compared with the optimal strategy, the heuristic strategy can reduce the computation time when the total cost increases by no more than 5%.
YE Hongqing, SU Huade, ZHENG Meimei, XIA Tangbin . Joint Optimization of Replacement and Spare Parts Ordering with Dual Sourcing[J]. Journal of Shanghai Jiaotong University, 2022 , 56(10) : 1359 -1367 . DOI: 10.16183/j.cnki.jsjtu.2021.151
[1] | BEVILACQUA M, BRAGLIA M. The analytic hierarchy process applied to maintenance strategy selection[J]. Reliability Engineering & System Safety, 2000, 70(1): 71-83. |
[2] | 沈南燕, 武星, 李静, 等. 自动化生产线中关键设备的预维护策略研究[J]. 机械工程学报, 2020, 56(21): 231-240. |
[2] | SHEN Nanyan, WU Xing, LI Jing, et al. Research on pre-maintenance strategy of key equipment in automatic production line[J]. Journal of Mechanical Engineering, 2020, 56(21): 231-240. |
[3] | DE JONGE B, TEUNTER R, TINGA T. The influence of practical factors on the benefits of condition-based maintenance over time-based maintenance[J]. Reliability Engineering & System Safety, 2017, 158: 21-30. |
[4] | 侯文瑞, 蒋祖华, 金玉兰. 基于相对劣化度的视情维修决策模型[J]. 上海交通大学学报, 2008, 42(7): 1090-1094. |
[4] | HOU Wenrui, JIANG Zuhua, JIN Yulan. Relative-deterioration degree based policy research of condition-based maintenance[J]. Journal of Shanghai Jiao Tong University, 2008, 42(7): 1090-1094. |
[5] | OLDE KEIZER M C A, TEUNTER R H, VELDMAN J. Joint condition-based maintenance and inventory optimization for systems with multiple components[J]. European Journal of Operational Research, 2017, 257(1): 209-222. |
[6] | ARMSTRONG M J, ATKINS D R. Joint optimization of maintenance and inventory policies for a simple system[J]. IIE Transactions, 1996, 28(5): 415-424. |
[7] | 王华. 设备维护和备件库存的联合建模与决策研究[D]. 上海: 上海交通大学, 2016. |
[7] | WANG Hua. Study on joint modeling and decision of equipment maintenance and spare parts inventory[D]. Shanghai: Shanghai Jiao Tong University, 2016. |
[8] | 张晓红, 曾建潮. 设备视情预防维修与备件订购策略的联合优化[J]. 机械工程学报, 2015, 51(11): 150-158. |
[8] | ZHANG Xiaohong, ZENG Jianchao. Joint optimization of condition-based preventive maintenance and spare parts provisioning policy for equipment maintenance[J]. Journal of Mechanical Engineering, 2015, 51(11): 150-158. |
[9] | 肖罗椿. 同类型多部件系统的视情维修与备件供应联合优化[D]. 南京: 南京航空航天大学, 2016. |
[9] | XIAO Luochun. Joint optimization of spare parts ordering and maintenance policies for system with multiple identical parts[D]. Nanjing: Nanjing University of Aeronautics and Astronautics, 2016. |
[10] | ZHANG X H, ZENG J C. Joint optimization of condition-based opportunistic maintenance and spare parts provisioning policy in multiunit systems[J]. European Journal of Operational Research, 2017, 262(2): 479-498. |
[11] | 章魏. 多源采购的库存控制策略研究[D]. 安徽: 中国科学技术大学, 2014. |
[11] | ZHANG Wei. Research on the multiple sourcing inventory control policy[D]. Anhui: University of Science and Technology of China, 2014. |
[12] | HUA Z S, YU Y M, ZHANG W, et al. Structural properties of the optimal policy for dual-sourcing systems with general lead times[J]. IIE Transactions, 2015, 47(8): 841-850. |
[13] | YAN T, LEI Y, WANG B, et al. Joint maintenance and spare parts inventory optimization for multi-unit systems considering imperfect maintenance actions[J]. Reliability Engineering & System Safety, 2020, 202: 1-12. |
[14] | PANAGIOTIDOU S. Joint optimization of spare parts ordering and maintenance policies for multiple identical items subject to silent failures[J]. European Journal of Operational Research, 2014, 235(1): 300-314. |
[15] | LIN X, BASTEN R J I, KRANENBURG A A, et al. Condition based spare parts supply[J]. Reliability Engineering & System Safety, 2017, 168: 240-248. |
[16] | 杨志远, 赵建民, 程中华, 等. 多元退化系统维修与备件订购策略优化模型[J]. 上海交通大学学报, 2021, 55(7): 858-867. |
[16] | YANG Zhiyuan, ZHAO Jianmin, CHENG Zhonghua, et al. Optimization model of maintenance and spare parts ordering policy in multivariate degradation system[J]. Journal of Shanghai Jiao Tong University, 2021, 55(7): 858-867. |
[17] | CHEN D, TRIVEDI K S. Optimization for condition-based maintenance with semi-Markov decision process[J]. Reliability Engineering & System Safety, 2005, 90(1): 25-29. |
[18] | PUTERMAN M L. Markov decision processes: Discrete stochastic dynamic programming[M]. New Jersey: John Wiley & Sons, Inc., 1994. |
[19] | NGUYEN K A, DO P, GRALL A. Joint predictive maintenance and inventory strategy for multi-component systems using Birnbaum’s structural importance[J]. Reliability Engineering & System Safety, 2017, 168: 249-261. |
[20] | LING W, JIAN C, MAO W. A condition-based replacement and spare provisioning policy for deteriorating systems with uncertain deterioration to failure[J]. European Journal of Operational Research, 2009, 194(1): 184-205. |
[21] | ZHANG X H, ZENG J C, GAN J. Joint optimization of condition-based maintenance and spare part inventory for two-component system[J]. Journal of Industrial & Production Engineering, 2018, 35(6): 394-420. |
/
〈 |
|
〉 |