Intelligent Lithium-Ion Battery State of Charge (SOC) Estimation Methods
| By: | Shunli Wang , Yujie Wang, Dan Deng, Carlos Fernandez, Josep M. Guerrero |
| Publisher: | Cambridge Scholars Publishing |
| Print ISBN: | 9781036420239 |
| eText ISBN: | 9781527553095 |
| Edition: | 1 |
| Copyright: | 2023 |
| Format: | Page Fidelity |
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This book proposes a method for estimating lithium battery state of charge (SOC) by fusing deep learning and filtering algorithms. It uses BiLSTM neural networks to overcome the limitations of standard LSTM, resulting in improved feature extraction and greater accuracy.