Performance Analysis on Artificial Neural Network Based State of Charge Estimation for Electric Vehicles

2021 IEEE International Conference on Internet of Things and Intelligence Systems (IoTaIS)(2021)

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摘要
In the recent years, Artificial Neural Networks (ANNs) have gained wider interest in estimating the State of charge (SOC) of Li-ion batteries used in electric vehicles. As the ANN configurations proposed in recent literature were trained under different training parameters and datasets, a fair comparison cannot be made by directly referring to the prediction errors reported. Thus, the SOC predicti...
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关键词
Training,Lithium-ion batteries,Estimation,Maintenance engineering,Electric vehicles,Performance analysis,State of charge
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