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A hybrid deep learning framework for multivariate energy forecasting and peak load prediction in electric vehicle charging infrastructure

Muhammad Waqar, Yong‐Woon Kim, Yung-Cheol Byun

2025Applied Energy8 citationsDOI

Topics & Concepts

Computer scienceHyperparameter optimizationHyperparameterDeep learningFeature (linguistics)ScalabilityEnergy consumptionArtificial intelligenceConvolutional neural networkSmart gridMultivariate statisticsUnivariateArtificial neural networkMachine learningEnergy (signal processing)WorkflowMicrogridEnergy managementData miningBaseline (sea)Electric vehicleReal-time computingEfficient energy useBenchmark (surveying)Autoregressive integrated moving averageInterpretabilityGridGreenhouse gasLoad profileSimulationDemand forecastingDemand responseCurse of dimensionalityElectric Vehicles and InfrastructureTransportation and Mobility InnovationsSmart Grid Energy Management
A hybrid deep learning framework for multivariate energy forecasting and peak load prediction in electric vehicle charging infrastructure | Litcius