Lithium-ion Battery State of Charge Estimation Method Using Optimized Deep Recurrent Neural Network Algorithm

• Main Authors: Lipu, M.S.H., Hannan, M.A., Hussain, A., Saad, M.H.M., Ayob, A., Muttaqi, K.M.
• Format: Conference Paper
• Language: English
• Published: 2020

This paper presents an enhanced machine learning based state of charge (SOC) estimation method for a lithium-ion battery using a deep recurrent neural network (DRNN) algorithm. DRNN is suitable for SOC evaluation due to strong computation intelligence and self-learning capabilities. Nevertheless, th...