{"title":"Closing the Simulation-to-Reality Gap for Fault Diagnosis in Unknown Environment: A Sim2Real Knowledge Transfer Approach With Contrastive Learning","authors":"Jiahong Chen, Teng Li, Jing Wang, Kuangen Zhang, Zhilin Zhang, Weiming Shen","doi":"10.1109/tmech.2025.3599061","DOIUrl":null,"url":null,"abstract":"","PeriodicalId":13372,"journal":{"name":"IEEE/ASME Transactions on Mechatronics","volume":"24 1","pages":""},"PeriodicalIF":7.3000,"publicationDate":"2025-09-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"IEEE/ASME Transactions on Mechatronics","FirstCategoryId":"5","ListUrlMain":"https://doi.org/10.1109/tmech.2025.3599061","RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"AUTOMATION & CONTROL SYSTEMS","Score":null,"Total":0}
期刊介绍:
IEEE/ASME Transactions on Mechatronics publishes high quality technical papers on technological advances in mechatronics. A primary purpose of the IEEE/ASME Transactions on Mechatronics is to have an archival publication which encompasses both theory and practice. Papers published in the IEEE/ASME Transactions on Mechatronics disclose significant new knowledge needed to implement intelligent mechatronics systems, from analysis and design through simulation and hardware and software implementation. The Transactions also contains a letters section dedicated to rapid publication of short correspondence items concerning new research results.