Rapid measurement method for lithium‐ion battery state of health estimation based on least squares support vector regression
Sign Up to like & getrecommendations! Published in 2020 at "International Journal of Energy Research"
DOI: 10.1002/er.6194
Abstract: The state of health (SoH) is a key indicator of a battery management system (BMS). Accurate SoH estimation can be adopted to guide the timely recovery and ladder utilization for lithium‐ion batteries (LiBs), which is… read more here.
Keywords: soh estimation; lithium ion; method; state health ... See more keywords
Digital Twin for Real-time Li-Ion Battery State of Health Estimation With Partially Discharged Cycling Data
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Industrial Informatics"
DOI: 10.1109/tii.2022.3230698
Abstract: To meet the fairly high safety and reliability requirements in practice, the state of health (SOH) estimation of Lithium-ion batteries (LIBs), which has a close relationship with the degradation performance, has been extensively studied with… read more here.
Keywords: digital twin; time; soh estimation; real time ... See more keywords
A Transfer Learning-Based Method for Personalized State of Health Estimation of Lithium-Ion Batteries.
Sign Up to like & getrecommendations! Published in 2022 at "IEEE transactions on neural networks and learning systems"
DOI: 10.1109/tnnls.2022.3176925
Abstract: State of health (SOH) estimation of lithium-ion batteries (LIBs) is of critical importance for battery management systems (BMSs) of electronic devices. An accurate SOH estimation is still a challenging problem limited by diverse usage conditions… read more here.
Keywords: soh estimation; transfer learning; based method; method ... See more keywords
Lithium Battery SOH Estimation Based on Manifold Learning and LightGBM
Sign Up to like & getrecommendations! Published in 2023 at "Applied Sciences"
DOI: 10.3390/app13116540
Abstract: In order to accurately identify the state of health (SOH) and remaining useful life (RUL) of lithium-ion batteries, this paper proposes an SOH estimation algorithm for lithium-ion batteries based on stream learning and LightGBM. To… read more here.
Keywords: manifold learning; learning lightgbm; soh estimation; model ... See more keywords