Machine learning-based early-stage internal short circuit detection of lithium-ion batteries using electrochemical impedance spectroscopy
Dafang Wang, Xuan Liang, Qi Zhang, Ziwei Hao, Shiqin Chen, Bingbing Hu, Kai Xiong
Topics & Concepts
AutoencoderDielectric spectroscopyElectrical impedanceComputer scienceBattery (electricity)Fault detection and isolationGeneralizationData acquisitionFault (geology)Equivalent circuitElectronic engineeringPattern recognition (psychology)Artificial intelligenceNyquist plotRandom forestMaterials scienceAnalyteEngineeringArtificial neural networkConvolutional neural networkShort circuitAdvanced Battery Technologies ResearchAdvancements in Battery MaterialsAdvanced Battery Materials and Technologies