Data-augmented SOH estimation for lithium-ion batteries under small-sample conditions: A hybrid STL-transformer-TimesNet approach
Hanhua Yang, Simin Peng, Chong Chen, Aihua Tang, Quanqing Yu, Jianwen Zhang, Rui Li
Topics & Concepts
ResidualComputer scienceBattery (electricity)Mean squared errorData miningState of healthMachine learningArtificial intelligenceDecompositionComponent (thermodynamics)Sensitivity (control systems)Reliability engineeringDegradation (telecommunications)EstimationKey (lock)Sample (material)EngineeringArtificial neural networkDeep learningDual (grammatical number)Transient (computer programming)Data-drivenGenerative modelGenerative grammarAdvanced Battery Technologies ResearchAdvanced Battery Materials and TechnologiesMachine Fault Diagnosis Techniques