A combined method for state-of-charge estimation for lithium-ion batteries using a long short-term memory network and an adaptive cubature Kalman filter
A combined method for state-of-charge estimation for lithium-ion batteries using a long short-term memory network and an adaptive cubature Kalman filter
Yong Tian,Rucong Lai,2 作者,Jindong Tian
2020 · DOI: 10.1016/j.apenergy.2020.114789
Applied Energy · 引用数 270
TLDR
Experimental results reveal that the proposed method can dramatically improve estimation accuracy compared with the solo LSTM method and the combined L STM-CKF method, and it exhibits excellent generalization ability for different datasets and convergence ability to address initial errors.