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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Detalles Bibliográficos

Principais autores:	Shih-Wei Tan, Sheng-Wei Huang, Yi-Zeng Hsieh, Shih-Syun Lin
Formato:	Artigo
Idioma:	Inglês
Publicado:	MDPI AG 2021-07-01
Series:	Energies
Assuntos:	deep learning MLP (multilayer perceptron) RNN (recurrent neural network) LSTM (long short-term memory) GRU (gated recurrent unit) genetic algorithm (GA)
Acceso en liña:	https://www.mdpi.com/1996-1073/14/15/4423
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