{"title":"基于健康指标构建和Wiener过程模型的滚动轴承混合预测框架","authors":"Zhiyuan Wang, Junyu Guo, Yulai Yang","doi":"10.1109/ISSSR58837.2023.00070","DOIUrl":null,"url":null,"abstract":"As a critical component of the rotating machinery, the rolling bearing bears significant responsibility for the stable operation of the machinery. Meanwhile, the hybrid prognostic framework for rolling bearings can integrate the advantages of stochastic process models and deep learning methods. In this paper, a hybrid prognostic framework for rolling bearings based on health indicator construction and the Wiener process model is proposed. Experimental results illustrate that the hybrid prognostic framework can automatically construct the HI of rolling bearings as well as exhibit superior performance on the XJTU-SY bearing dataset.","PeriodicalId":185173,"journal":{"name":"2023 9th International Symposium on System Security, Safety, and Reliability (ISSSR)","volume":"23 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2023-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"A hybrid prognostic framework for rolling bearings based on health indicator construction and the Wiener process model\",\"authors\":\"Zhiyuan Wang, Junyu Guo, Yulai Yang\",\"doi\":\"10.1109/ISSSR58837.2023.00070\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"As a critical component of the rotating machinery, the rolling bearing bears significant responsibility for the stable operation of the machinery. Meanwhile, the hybrid prognostic framework for rolling bearings can integrate the advantages of stochastic process models and deep learning methods. In this paper, a hybrid prognostic framework for rolling bearings based on health indicator construction and the Wiener process model is proposed. Experimental results illustrate that the hybrid prognostic framework can automatically construct the HI of rolling bearings as well as exhibit superior performance on the XJTU-SY bearing dataset.\",\"PeriodicalId\":185173,\"journal\":{\"name\":\"2023 9th International Symposium on System Security, Safety, and Reliability (ISSSR)\",\"volume\":\"23 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2023-06-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2023 9th International Symposium on System Security, Safety, and Reliability (ISSSR)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ISSSR58837.2023.00070\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2023 9th International Symposium on System Security, Safety, and Reliability (ISSSR)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ISSSR58837.2023.00070","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
A hybrid prognostic framework for rolling bearings based on health indicator construction and the Wiener process model
As a critical component of the rotating machinery, the rolling bearing bears significant responsibility for the stable operation of the machinery. Meanwhile, the hybrid prognostic framework for rolling bearings can integrate the advantages of stochastic process models and deep learning methods. In this paper, a hybrid prognostic framework for rolling bearings based on health indicator construction and the Wiener process model is proposed. Experimental results illustrate that the hybrid prognostic framework can automatically construct the HI of rolling bearings as well as exhibit superior performance on the XJTU-SY bearing dataset.