2016 · 27 citations · 11 references
EngineeringElectrical EngineeringCircuit TheoryPower ElectronicsTime Series AnalysisBattery DiagnosticsBattery SystemsBattery TechnologyDevice ModelingModel FittingThevenin Equivalent CircuitsBattery CharacterizationBattery Health MonitoringBattery ModelingBattery Parameter EstimationComplexityCondition Number AnalysisModel-based MonitoringVoltage
Batteries are becoming the main energy storage devices in following decades. Highly accurate battery models are needed to fulfill accurate controlling and monitoring purpose. For real-time operations, the calculation complexity of the battery model is an issue. Thevenin's circuit model is a tradeoff between fast calculation and accuracy. The model uses resistor and RC pairs to capture the dynamic of terminal voltage. Even though there are few components in the model, to accurately identify those components value is a difficult question. In this paper, an algorithm to separate effective data and ineffective data is proposed by comparing the condition number. This algorithm can help identify correct parameters for future model-based battery monitoring and controlling.
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