M. Andreev, A. Kolesnikov, Uwe Grätz, J. Gundermann
{"title":"基于仿真的双模块冗余电液执行器系统可靠性分析","authors":"M. Andreev, A. Kolesnikov, Uwe Grätz, J. Gundermann","doi":"10.25368/2020.122","DOIUrl":null,"url":null,"abstract":"This paper describes the failure detection system of an electro-hydraulic actuator with dual modular redundancy based on a concept. is a combination of virtual twin that operates in parallel with the actuator and represents its ideal behaviour, and a digital twin that identifies possible failures using the sensor readings residuals. Simulation-based system reliability analysis helps to generate a dataset for training the digital twin using machine learning algorithms. A systematic failure detection approach based on decision trees and the process of analysing the quality of the result is described.","PeriodicalId":254837,"journal":{"name":"Volume 3 - Conference","volume":"2 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2020-06-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Simulation-based system reliability analysis of electrohydraulic actuator with dual modular redundancy\",\"authors\":\"M. Andreev, A. Kolesnikov, Uwe Grätz, J. Gundermann\",\"doi\":\"10.25368/2020.122\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"This paper describes the failure detection system of an electro-hydraulic actuator with dual modular redundancy based on a concept. is a combination of virtual twin that operates in parallel with the actuator and represents its ideal behaviour, and a digital twin that identifies possible failures using the sensor readings residuals. Simulation-based system reliability analysis helps to generate a dataset for training the digital twin using machine learning algorithms. A systematic failure detection approach based on decision trees and the process of analysing the quality of the result is described.\",\"PeriodicalId\":254837,\"journal\":{\"name\":\"Volume 3 - Conference\",\"volume\":\"2 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2020-06-26\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Volume 3 - Conference\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.25368/2020.122\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Volume 3 - Conference","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.25368/2020.122","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Simulation-based system reliability analysis of electrohydraulic actuator with dual modular redundancy
This paper describes the failure detection system of an electro-hydraulic actuator with dual modular redundancy based on a concept. is a combination of virtual twin that operates in parallel with the actuator and represents its ideal behaviour, and a digital twin that identifies possible failures using the sensor readings residuals. Simulation-based system reliability analysis helps to generate a dataset for training the digital twin using machine learning algorithms. A systematic failure detection approach based on decision trees and the process of analysing the quality of the result is described.