The Estimation Life Cycle of Lithium-Ion Battery Based on Deep Learning Network and Genetic Algorithm

The Estimation Life Cycle of Lithium-Ion Battery Based on Deep Learning Network and Genetic Algorithm

This study uses deep learning to model the discharge characteristic curve of the lithium-ion battery. The battery measurement instrument was used to charge and discharge the battery to establish the discharge characteristic curve. The parameter method tries to find the discharge characteristic curve...

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Bibliographic Details
Main Authors: Shih-Wei Tan, Sheng-Wei Huang, Yi-Zeng Hsieh, Shih-Syun Lin
Format: Article
Language:English
Published: MDPI AG 2021-07-01
Series:Energies
Subjects:
deep learning
MLP (multilayer perceptron)
RNN (recurrent neural network)
LSTM (long short-term memory)
GRU (gated recurrent unit)
genetic algorithm (GA)
Online Access:https://www.mdpi.com/1996-1073/14/15/4423

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