Creating a Robust SoC Estimation Algorithm Based on LSTM Units and Trained with Synthetic Data

Creating a Robust SoC Estimation Algorithm Based on LSTM Units and Trained with Synthetic Data

Creating SoC algorithms for Li-ion batteries based on neural networks requires a large amount of training data, since it is necessary to test the batteries under different conditions so that the algorithm learns the relationship between the different inputs and the output. Obtaining such data throug...

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Bibliographic Details
Main Authors: Markel Azkue, Eduardo Miguel, Egoitz Martinez-Laserna, Laura Oca, Unai Iraola
Format: Article
Language:English
Published: MDPI AG 2023-07-01
Series:World Electric Vehicle Journal
Subjects:
computer intelligence
Li-ion battery
estimation algorithm
state of charge
synthetic data
Online Access:https://www.mdpi.com/2032-6653/14/7/197

Internet

https://www.mdpi.com/2032-6653/14/7/197

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