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Keywords: self-attention mechanism
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Journal Articles

State-of-Charge Estimation of Lithium-Ion Batteries Using Convolutional Neural Network With Self-Attention Mechanism

Jianlong Chen, Chenghao Zhang, Cong Chen, Chenlei Lu, Dongji Xuan
Journal: Journal of Electrochemical Energy Conversion and Storage
Publisher: ASME
Article Type: Research Papers
J. Electrochem. En. Conv. Stor. August 2023, 20(3): 031010.
Paper No: JEECS-22-1048
https://doi.org/10.1115/1.4055985
Published Online: November 11, 2022
... cannot be directly measured by sensors or tools. In order to accurately estimate the SOC, this paper proposes a convolutional neural network based on self-attention mechanism. First, the one-dimensional convolution is introduced to extract features from battery voltage, current, and temperature data...
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Topics: Artificial neural networks, Batteries, Errors, Lithium-ion batteries, Temperature, Robustness, Cycles