{"title":"Joint Estimation of SOC and SOH for Lithium-Ion Batteries via Adaptive Variable Structure Observers","authors":"Hu Tang;Jian Chen;Yu Long;Zaisheng Wang","doi":"10.1109/TIE.2025.3546355","DOIUrl":null,"url":null,"abstract":"A new method for obtaining the state of charge (SOC) and state of health (SOH) in real time for lithium-ion batteries is proposed on a two-order battery mode of rewritten mode equations. The mode equations are being rewritten to solve the difficulties of obtaining the error of state variable required for the observer feedback. Four adaptive variable structure observers (AVSOs) collaborate to estimate the four state variables to get SOC. Two AVSOs calculate SOH by estimating the battery’s internal resistance and capacity. In addition, to lessen the presence of the switching term of sliding mode observer (SMO) that causes chattering, a “trans” function is used in AVSOs. To ensure that the gain is appropriate, an adaptive gain is concurrently constructed in AVSOs. Finally, the experiments show that its average values of mean absolute error and root mean square error in three temperatures are lower 3.2% and 4.7% for SOC and 0.7% and 0.9% for SOH compared to the terminal SMO.","PeriodicalId":13402,"journal":{"name":"IEEE Transactions on Industrial Electronics","volume":"72 10","pages":"10605-10615"},"PeriodicalIF":7.2000,"publicationDate":"2025-03-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"IEEE Transactions on Industrial Electronics","FirstCategoryId":"94","ListUrlMain":"https://ieeexplore.ieee.org/document/10929756/","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}
引用次数: 0
Abstract
A new method for obtaining the state of charge (SOC) and state of health (SOH) in real time for lithium-ion batteries is proposed on a two-order battery mode of rewritten mode equations. The mode equations are being rewritten to solve the difficulties of obtaining the error of state variable required for the observer feedback. Four adaptive variable structure observers (AVSOs) collaborate to estimate the four state variables to get SOC. Two AVSOs calculate SOH by estimating the battery’s internal resistance and capacity. In addition, to lessen the presence of the switching term of sliding mode observer (SMO) that causes chattering, a “trans” function is used in AVSOs. To ensure that the gain is appropriate, an adaptive gain is concurrently constructed in AVSOs. Finally, the experiments show that its average values of mean absolute error and root mean square error in three temperatures are lower 3.2% and 4.7% for SOC and 0.7% and 0.9% for SOH compared to the terminal SMO.
期刊介绍:
Journal Name: IEEE Transactions on Industrial Electronics
Publication Frequency: Monthly
Scope:
The scope of IEEE Transactions on Industrial Electronics encompasses the following areas:
Applications of electronics, controls, and communications in industrial and manufacturing systems and processes.
Power electronics and drive control techniques.
System control and signal processing.
Fault detection and diagnosis.
Power systems.
Instrumentation, measurement, and testing.
Modeling and simulation.
Motion control.
Robotics.
Sensors and actuators.
Implementation of neural networks, fuzzy logic, and artificial intelligence in industrial systems.
Factory automation.
Communication and computer networks.