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...

Full description

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

Internet

https://www.mdpi.com/1996-1073/14/15/4423

Similar Items