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MCPT-CAF-BiGRU: A multi-scale CNN and ProbSparse-Masked Transformer model with cross-attention fusion and BiGRU for hourly wind speed forecasting

Jinsheng Fan, Ge Yu, Mingmeng Zhao, Hucheng Zong

2026Expert Systems with Applications5 citationsDOI

Topics & Concepts

Computer scienceWind powerConvolutional neural networkWind speedRobustness (evolution)Deep learningArtificial intelligenceWind power forecastingLeverage (statistics)FusionSegmentationTransformerReal-time computingBenchmark (surveying)Artificial neural networkFeature extractionFusion mechanismFeature learningMachine learningSimulationScalabilityEnergy Load and Power ForecastingWind Energy Research and DevelopmentSolar Radiation and Photovoltaics