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A novel deep learning framework for state of health estimation of lithium-ion battery

Journal of Energy Storage · 2020 · Vol. 32 · pp. 101741–101741
Yaxiang FanFei XiaoChaoran LiGuorun YangXin Tang
Advanced Battery Technologies ResearchAdvancements in Battery MaterialsElectric Vehicles and InfrastructureBattery (electricity)State of healthArtificial neural networkComputer scienceLithium-ion batteryConvolutional neural networkArtificial intelligenceDeep learningVoltageEngineering

Funding

  • National Natural Science Foundation of China
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375
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19.11
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44
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References
Learning long-term dependencies with gradient descent is difficult
IEEE Transactions on Neural Networks · 1994 · 8,303 citations
Degradation diagnostics for lithium ion cells
Journal of Power Sources · 2016 · 1,672 citations
Long Short-Term Memory Networks for Accurate State-of-Charge Estimation of Li-ion Batteries
IEEE Transactions on Industrial Electronics · 2017 · 806 citations
Multivariate LSTM-FCNs for time series classification
Neural Networks · 2019 · 1,052 citations
Deep learning
Nature · 2015 · 79,164 citations
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