Yusheng Zheng, Yunhong Che, Shengyu Tao, Xiaosong Hu, Remus Teodorescu
{"title":"Unlocking rapid and scalable battery diagnostics through active perturbations","authors":"Yusheng Zheng, Yunhong Che, Shengyu Tao, Xiaosong Hu, Remus Teodorescu","doi":"10.1038/s44287-026-00261-2","DOIUrl":null,"url":null,"abstract":"Ensuring battery safety and longevity requires cost-effective and scalable diagnostics, yet these are hindered by the ‘black box’ nature of batteries and limited sensing technology. Active perturbations could elicit informative responses that improve diagnostic performance and provide mechanistic insights, unlocking rapid and interpretable diagnostics.","PeriodicalId":501701,"journal":{"name":"Nature Reviews Electrical Engineering","volume":"3 4","pages":"203-204"},"PeriodicalIF":34.8000,"publicationDate":"2026-01-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Nature Reviews Electrical Engineering","FirstCategoryId":"1085","ListUrlMain":"https://www.nature.com/articles/s44287-026-00261-2","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
Ensuring battery safety and longevity requires cost-effective and scalable diagnostics, yet these are hindered by the ‘black box’ nature of batteries and limited sensing technology. Active perturbations could elicit informative responses that improve diagnostic performance and provide mechanistic insights, unlocking rapid and interpretable diagnostics.