M. Andreev, A. Kolesnikov, Uwe Grätz, J. Gundermann
{"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}
引用次数: 0
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.