云端电池健康状态评估安全预警系统

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关键词：云端电池管理；健康状态评估；安全预警；系统架构；多级预警机制中图分类号：U462 收稿日期：2026-01-08 DOI:10.19999/j.cnki.1004-0226.2026.04.020

Cloud-based Battery Health Status Assessment and Safety Early Warning System

Bu Xiangling Liupanshui Vocational Technical College,Liupanshui 553ooo,China

Abstract:To meet theurgent demandfor precisehealth management inthelarge-scaleapplicationof powerbateriesand energy storagesystems,tispapristodsignaou-basedbateryealthatusassssentandfetywaingstemtoancetetelligencelevelandsfetyperformanceofterymanagement.Tissytemadoptsa“cloudedgeend”thre-lvelcolaborativearchitec ture.Datacolltionandtransmisionmodulesgateroperationaldataandtheealthstatusasessmentmoduleextractsmulti-dien sionalfeaturesandcalculateshealth indicatorspreciselybasedondata-drivenmodels;thesafetywaingmoduleconductsdynamic monitoringandalertsaccordingtomultipl-levelrulesCaseverificationshowtatissystemcanacuratelyassessbattryathsta tusanddetectpotetialissindvance.Thissearchproidesfeasiblesolutioforteoud-basedintellgntmanagementofate ies,and future optimization of the model can further improve the assessment accuracy and warning timeliness.

Keywords:Cloud-basedbaterymanagement;Healthstatusasessment;Safetyearlywaring；Systemarchitecture;Multi-level Early warning mechanism

1前言

随着新能源汽车与大规模储能产业的蓬勃兴起，锂离子电池作为汽车的核心动力单元，其性能的可靠性直接关系到系统运行的安全与经济效能。（剩余5354字）