Litcius/Paper detail

Hybrid ultra-short-term wind speed forecasting model based on improved BO-HMA-BiGRU and GMBInformer: Integrating SVMD-SWT dual decomposition and MPE-driven modeling mechanism

Zening Fu, Hongliang Qian, Xuanxuan Chu, Fan Yang, Chengchao Guo, Fuming Wang

2025Energy7 citationsDOI

Topics & Concepts

ResidualMean squared errorComputer scienceWind speedWind powerAlgorithmWavelet transformData miningHilbert–Huang transformPattern recognition (psychology)Convolutional neural networkFeature extractionArtificial intelligenceMean absolute percentage errorEntropy (arrow of time)Signal processingMode (computer interface)WaveletDecomposition method (queueing theory)Energy (signal processing)Process (computing)Key (lock)DecompositionArtificial neural networkDeep learningRenewable energyAutoregressive modelPosition (finance)Data modelingDiscrete wavelet transformMatrix decompositionEnergy Load and Power ForecastingIntegrated Energy Systems OptimizationWind Turbine Control Systems