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Systematic evaluation of transformer-based time series forecasting models for post-processing WRF-simulated wind speed and predicting short-term power output

Xin Xia, Yong Luo, Peidu Li, Rui Chang, Zhouyi Liao, Lei Huang

2025Applied Energy14 citationsDOI

Topics & Concepts

Wind power forecastingWeather Research and Forecasting ModelWind speedNumerical weather predictionWind powerMeteorologyMean squared errorTime seriesModel output statisticsComputer scienceEnvironmental scienceElectric power systemTransformerRaw dataProbabilistic forecastingWeather forecastingSeries (stratigraphy)Electricity generationForecast errorEnergy Load and Power ForecastingMeteorological Phenomena and SimulationsIntegrated Energy Systems Optimization
Systematic evaluation of transformer-based time series forecasting models for post-processing WRF-simulated wind speed and predicting short-term power output | Litcius