Cai Zhongyi, Wang Zezhou, Xia Keqiang, Lin Shaoliang, Yang Bingye
{"title":"基于多源退化数据融合的航空产品健康指数构建与剩余使用寿命预测","authors":"Cai Zhongyi, Wang Zezhou, Xia Keqiang, Lin Shaoliang, Yang Bingye","doi":"10.1109/PHM-Yantai55411.2022.9941882","DOIUrl":null,"url":null,"abstract":"Aiming at the problem that aviation products generally have multiple performance degradation indicators, which lead to difficulty in extracting degradation features and inaccurate prediction of remaining useful lifetime (RUL), a method for building health index and predicting RUL of aviation products based on multi-source degradation data fusion is proposed. This method is based on the accuracy of degradation modeling to construct the construction principle of health index and realizes the deep fusion of multi-source degradation data. On this basis, the distribution expression of the RUL is derived based on the distribution of the first hitting time of the Wiener process. The effectiveness of the method is verified through the example analysis.","PeriodicalId":315994,"journal":{"name":"2022 Global Reliability and Prognostics and Health Management (PHM-Yantai)","volume":"18 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-10-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Health index construction and remaining useful lifetime prediction of aviation products based on multi-source degradation data fusion\",\"authors\":\"Cai Zhongyi, Wang Zezhou, Xia Keqiang, Lin Shaoliang, Yang Bingye\",\"doi\":\"10.1109/PHM-Yantai55411.2022.9941882\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Aiming at the problem that aviation products generally have multiple performance degradation indicators, which lead to difficulty in extracting degradation features and inaccurate prediction of remaining useful lifetime (RUL), a method for building health index and predicting RUL of aviation products based on multi-source degradation data fusion is proposed. This method is based on the accuracy of degradation modeling to construct the construction principle of health index and realizes the deep fusion of multi-source degradation data. On this basis, the distribution expression of the RUL is derived based on the distribution of the first hitting time of the Wiener process. The effectiveness of the method is verified through the example analysis.\",\"PeriodicalId\":315994,\"journal\":{\"name\":\"2022 Global Reliability and Prognostics and Health Management (PHM-Yantai)\",\"volume\":\"18 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2022-10-13\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2022 Global Reliability and Prognostics and Health Management (PHM-Yantai)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/PHM-Yantai55411.2022.9941882\",\"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 Global Reliability and Prognostics and Health Management (PHM-Yantai)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/PHM-Yantai55411.2022.9941882","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Health index construction and remaining useful lifetime prediction of aviation products based on multi-source degradation data fusion
Aiming at the problem that aviation products generally have multiple performance degradation indicators, which lead to difficulty in extracting degradation features and inaccurate prediction of remaining useful lifetime (RUL), a method for building health index and predicting RUL of aviation products based on multi-source degradation data fusion is proposed. This method is based on the accuracy of degradation modeling to construct the construction principle of health index and realizes the deep fusion of multi-source degradation data. On this basis, the distribution expression of the RUL is derived based on the distribution of the first hitting time of the Wiener process. The effectiveness of the method is verified through the example analysis.