TY - GEN
T1 - Practical state of health estimation of lithium-ion battery with high robustness to charging partialness
AU - Ruan, Haokai
AU - He, Hongwen
AU - Wei, Zhongbao
N1 - Publisher Copyright:
© 2021 IEEE.
PY - 2021/6/21
Y1 - 2021/6/21
N2 - State of health (SOH) estimation is critical for the lithium-ion battery health management. In this paper, a new set of health indicators (HIs) based on partial constant-current charging are extracted by scrutinizing the correlation against the SOH and the robustness to uncertainty of practical disturbance. A multiple linear regression model with an activation function is further established to construct the relationship between the extracted HIs and the battery capacity. Results give sufficient evidence for the low requirement on the charging integrity, the sufficient adaptability to the practical disturbances and the high robustness to cell inconsistency of the proposed method.
AB - State of health (SOH) estimation is critical for the lithium-ion battery health management. In this paper, a new set of health indicators (HIs) based on partial constant-current charging are extracted by scrutinizing the correlation against the SOH and the robustness to uncertainty of practical disturbance. A multiple linear regression model with an activation function is further established to construct the relationship between the extracted HIs and the battery capacity. Results give sufficient evidence for the low requirement on the charging integrity, the sufficient adaptability to the practical disturbances and the high robustness to cell inconsistency of the proposed method.
UR - http://www.scopus.com/inward/record.url?scp=85114504342&partnerID=8YFLogxK
U2 - 10.1109/ITEC51675.2021.9490093
DO - 10.1109/ITEC51675.2021.9490093
M3 - Conference contribution
AN - SCOPUS:85114504342
T3 - 2021 IEEE Transportation Electrification Conference and Expo, ITEC 2021
SP - 401
EP - 406
BT - 2021 IEEE Transportation Electrification Conference and Expo, ITEC 2021
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2021 IEEE Transportation Electrification Conference and Expo, ITEC 2021
Y2 - 21 June 2021 through 25 June 2021
ER -
