Haokuo Liu, Huiyue Zhang, Jiang Shao, Lihua Meng, Z. Bian
{"title":"基于变分模态分解和自回归移动平均模型的电动执行器剩余寿命预测方法研究","authors":"Haokuo Liu, Huiyue Zhang, Jiang Shao, Lihua Meng, Z. Bian","doi":"10.1109/ICMTMA50254.2020.00031","DOIUrl":null,"url":null,"abstract":"Based on the method of variational mode decomposition, the fault feature of the electric actuator is extracted, and the degradation state of the whole life is modeled by the method of autoregressive moving average model, while the trend of degradation feature is predicted. This method is applied to the life prediction model of an electric actuator, and the total life of the actuator is obtained under the specified confidence level, which provides a reference for the health management of the electric actuator.","PeriodicalId":333866,"journal":{"name":"2020 12th International Conference on Measuring Technology and Mechatronics Automation (ICMTMA)","volume":"142 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2020-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Research on Remaining Life Prediction Method of Electric Actuator Based on Variational Mode Decomposition and Autoregressive Moving Average Model\",\"authors\":\"Haokuo Liu, Huiyue Zhang, Jiang Shao, Lihua Meng, Z. Bian\",\"doi\":\"10.1109/ICMTMA50254.2020.00031\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Based on the method of variational mode decomposition, the fault feature of the electric actuator is extracted, and the degradation state of the whole life is modeled by the method of autoregressive moving average model, while the trend of degradation feature is predicted. This method is applied to the life prediction model of an electric actuator, and the total life of the actuator is obtained under the specified confidence level, which provides a reference for the health management of the electric actuator.\",\"PeriodicalId\":333866,\"journal\":{\"name\":\"2020 12th International Conference on Measuring Technology and Mechatronics Automation (ICMTMA)\",\"volume\":\"142 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2020-02-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2020 12th International Conference on Measuring Technology and Mechatronics Automation (ICMTMA)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ICMTMA50254.2020.00031\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2020 12th International Conference on Measuring Technology and Mechatronics Automation (ICMTMA)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICMTMA50254.2020.00031","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Research on Remaining Life Prediction Method of Electric Actuator Based on Variational Mode Decomposition and Autoregressive Moving Average Model
Based on the method of variational mode decomposition, the fault feature of the electric actuator is extracted, and the degradation state of the whole life is modeled by the method of autoregressive moving average model, while the trend of degradation feature is predicted. This method is applied to the life prediction model of an electric actuator, and the total life of the actuator is obtained under the specified confidence level, which provides a reference for the health management of the electric actuator.