{"title":"考虑随机退化和不完全维修的相关两单元系统维修优化","authors":"Wanqing Cheng, Xiujie Zhao","doi":"10.1109/QRS-C57518.2022.00089","DOIUrl":null,"url":null,"abstract":"Modeling on complex multi-component systems and seek the maintenance optimization have been widely investigated in recent years. In this paper, we propose a maintenance optimization policy that is applicable to dependent two-unit systems. The degradation model is based on a bivariate Wiener process. We simultaneously consider the three maintenance actions including doing nothing, imperfect repair and replacement, and implement the modeling of imperfect repair by introducing the degradation ratio that follows the beta distribution. Moreover, we solve the optimal maintenance problem of infinite horizons using the typical MDP method in sequential decision making, and give its structural properties and value iteration method. A numerical example is then demonstrated to illustrate the algorithm's viability and to investigate the model's properties.","PeriodicalId":183728,"journal":{"name":"2022 IEEE 22nd International Conference on Software Quality, Reliability, and Security Companion (QRS-C)","volume":"31 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Maintenance Optimization for Dependent Two-Unit Systems Considering Stochastic Degradation and Imperfect Maintenance\",\"authors\":\"Wanqing Cheng, Xiujie Zhao\",\"doi\":\"10.1109/QRS-C57518.2022.00089\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Modeling on complex multi-component systems and seek the maintenance optimization have been widely investigated in recent years. In this paper, we propose a maintenance optimization policy that is applicable to dependent two-unit systems. The degradation model is based on a bivariate Wiener process. We simultaneously consider the three maintenance actions including doing nothing, imperfect repair and replacement, and implement the modeling of imperfect repair by introducing the degradation ratio that follows the beta distribution. Moreover, we solve the optimal maintenance problem of infinite horizons using the typical MDP method in sequential decision making, and give its structural properties and value iteration method. A numerical example is then demonstrated to illustrate the algorithm's viability and to investigate the model's properties.\",\"PeriodicalId\":183728,\"journal\":{\"name\":\"2022 IEEE 22nd International Conference on Software Quality, Reliability, and Security Companion (QRS-C)\",\"volume\":\"31 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2022-12-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2022 IEEE 22nd International Conference on Software Quality, Reliability, and Security Companion (QRS-C)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/QRS-C57518.2022.00089\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2022 IEEE 22nd International Conference on Software Quality, Reliability, and Security Companion (QRS-C)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/QRS-C57518.2022.00089","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Maintenance Optimization for Dependent Two-Unit Systems Considering Stochastic Degradation and Imperfect Maintenance
Modeling on complex multi-component systems and seek the maintenance optimization have been widely investigated in recent years. In this paper, we propose a maintenance optimization policy that is applicable to dependent two-unit systems. The degradation model is based on a bivariate Wiener process. We simultaneously consider the three maintenance actions including doing nothing, imperfect repair and replacement, and implement the modeling of imperfect repair by introducing the degradation ratio that follows the beta distribution. Moreover, we solve the optimal maintenance problem of infinite horizons using the typical MDP method in sequential decision making, and give its structural properties and value iteration method. A numerical example is then demonstrated to illustrate the algorithm's viability and to investigate the model's properties.