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SOH estimation and prediction of lithium-ion batteries based on a physically constrained hybrid neural network

Zhiyong Hu, Zixian Wu, Xiaoxian WANG, Juncai Song, Siliang Lu

2026Journal of Energy Storage6 citationsDOI

Topics & Concepts

InterpretabilityComputer scienceArtificial neural networkBattery (electricity)Degradation (telecommunications)Function (biology)Reliability engineeringTransient (computer programming)Machine learningEnergy (signal processing)Artificial intelligenceEstimationDomain (mathematical analysis)Data-drivenReliability (semiconductor)System dynamicsFace (sociological concept)Control engineeringRecurrent neural networkMonotonic functionEnergy managementTime domainDomain knowledgeAdvanced Battery Technologies ResearchAdvancements in Battery MaterialsAdvanced Battery Materials and Technologies
SOH estimation and prediction of lithium-ion batteries based on a physically constrained hybrid neural network | Litcius