Novel Lithium-Ion Battery State-of-Health Estimation Method Using a Genetic Programming Model
State-of-health (SOH) is a health index (HI) that directly reflects the performance degradation of lithium-ion batteries in engineering, but the SOH of Li-ion batteries is difficult to measure directly. In this paper, a novel data-driven method is proposed to estimate the SOH of Li-ion batteries acc...
Main Authors: | Hang Yao, Xiang Jia, Qian Zhao, Zhi-Jun Cheng, Bo Guo |
---|---|
Format: | Article |
Language: | English |
Published: |
IEEE
2020-01-01
|
Series: | IEEE Access |
Subjects: | |
Online Access: | https://ieeexplore.ieee.org/document/9097168/ |
Similar Items
-
An Online SOC and SOH Estimation Model for Lithium-Ion Batteries
by: Shyh-Chin Huang, et al.
Published: (2017-04-01) -
A Study on State of Charge and State of Health Estimation in Consideration of Lithium-Ion Battery Aging
by: Woongchul Choi
Published: (2020-12-01) -
Data-Driven State of Health Estimation of Li-Ion Batteries With RPT-Reduced Experimental Data
by: Jungsoo Kim, et al.
Published: (2019-01-01) -
Lithium-Ion Battery SOH Estimation Based on XGBoost Algorithm with Accuracy Correction
by: Shuxiang Song, et al.
Published: (2020-02-01) -
An On-Line State of Health Estimation of Lithium-Ion Battery Using Unscented Particle Filter
by: Datong Liu, et al.
Published: (2018-01-01)