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A novel state-of-health estimation for the lithium-ion battery using a convolutional neural network and transformer model

Xinyu Gu, Khay Wai See, Penghua Li, Kangheng Shan, Yunpeng Wang, Liang Zhao, Kai Chin Lim, Neng Zhang

2022Energy332 citationsDOI

Topics & Concepts

Mean squared errorMean absolute percentage errorPearson product-moment correlation coefficientArtificial neural networkConvolutional neural networkComputer scienceCorrelation coefficientTransformerState of healthPattern recognition (psychology)Artificial intelligenceData miningBattery (electricity)StatisticsMachine learningEngineeringMathematicsVoltagePower (physics)Electrical engineeringQuantum mechanicsPhysicsAdvanced Battery Technologies ResearchFault Detection and Control SystemsAdvancements in Battery Materials
A novel state-of-health estimation for the lithium-ion battery using a convolutional neural network and transformer model | Litcius