Liang Ma

State of Charge and State of Energy Estimation for Lithium-Ion Batteries Based on a Long Short-Term Memory Neural Network

Liang Ma, Chao Hu, Fangjuan Cheng · Journal of Energy Storage · 2021 · 267 citations

Electric Battery, Electrical Engineering, Engineering +9

A comparative study of different deep learning algorithms for lithium-ion batteries on state-of-charge estimation

Shanshan Guo, Liang Ma · Energy · 2022 · 137 citations

Artificial Intelligence, Convolutional Neural Network, Recurrent Neural Network +11

Accurate and efficient remaining useful life prediction of batteries enabled by physics-informed machine learning

Liang Ma, Jinpeng Tian, Tieling Zhang et al. · Journal of Energy Chemistry · 2024 · 108 citations · Full text

State of Charge Estimation for Lithium-Ion Batteries Based on TCN-LSTM Neural Networks

Chunsheng Hu, Fangjuan Cheng, Liang Ma et al. · Journal of The Electrochemical Society · 2022 · 83 citations

Engineering, Machine Learning, Cnn-lstm Network +16

Deep learning-based battery state of charge estimation: Enhancing estimation performance with unlabelled training samples

Liang Ma, Tieling Zhang · Journal of Energy Chemistry · 2023 · 67 citations · Full text

Convolutional Neural Network, Engineering, Machine Learning +18