Battery State of Charge Prediction

Companion Streamlit cloud app to battery-state-of-charge-estimation.

Repository Contents

• pre-trained/: Pre-trained DNN, CNN, and LSTM models.
• examples/: Example discharge cycle files.

Acknowledgements

Kollmeyer, Philip; Vidal, Carlos; Naguib, Mina; Skells, Michael (2020), “LG 18650HG2 Li-ion Battery Data and Example Deep Neural Network xEV SOC Estimator Script”, Mendeley Data, V3, doi: 10.17632/cp3473x7xv.3

Kollmeyer, Phillip (2018), “Panasonic 18650PF Li-ion Battery Data”, Mendeley Data, V1, doi: 10.17632/wykht8y7tg.1