Latest Research in Wind Energy Forecasting

42 research papers · 2026 median publication year

Top Research Topics in Wind Energy Forecasting

Highest-Cited Papers

  1. Hybrid error correction model to enhance long-term wind field forecasting performance of coastal bridges by the WRF model
  2. State-Adaptive Forecast Error Recalibration for probabilistic wind power forecasting
  3. Regional Estimation of Wind Power Production in Finland Using k ‐Means Clustering and Power Curve Fitting
  4. Audio-visual fusion for near-surface wind speed estimation using surveillance cameras
  5. High Precision Prediction Model of Wind Speed for Underground Mine Tunnel by Using ASTF Net
  6. Offshore Wind Resource Assessment and Wind Farm Optimization Using Machine Learning and CFD Modelling
  7. A hybrid day-ahead wind speed prediction model based on refined WRF and attention-LSTM for coastal complex terrain
  8. WaveHiTS: Wavelet-Enhanced Hierarchical Time Series Modeling for Wind Direction Nowcasting in Eastern Inner Mongolia
  9. Explainable machine learning framework for dynamic line rating forecasting with adversarial robustness evaluation
  10. Ultra-short-term wind vector prediction based on a two-stage decomposition
  11. Change-point-driven adaptive deep learning framework for extreme wind event prediction under non-stationary atmospheric conditions
  12. A 2D-CNNpred-MIRB framework for cross-condition response prediction of floating offshore wind turbine platforms
  13. Offline Reinforcement Learning for Wind Farm Control: A Wind Tunnel Study under Dynamic Wind Directions
  14. A Forecasting Framework for Ultrashort-Term Wind Power Based on Transformer-BiLSTM
  15. A SIREN-Based Multi-Horizon Wind-Speed Forecasting Approach for Onshore and Offshore Wind Farms
  16. Does Machine Learning Improve Wind Power Forecasting? An Experimental Investigation
  17. Neural Network-Based Real-Time Wind Energy Estimation
  18. Modelling Healthy Operations of Generator Bearings in Wind Farms
  19. Predicting Wind Turbine Power Using Machine Learning and Weather Forecasts
  20. A Dynamic Graph Fusion Model for Ultra-Short-Term Turbine-Level Wind Power Forecasting

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L2 Region - - 2026 Sep Q3

Wind Energy Forecasting

42 papers

Top Topics (10)

Energy Load and Power Forecasting21
Machine Learning6
Wind Energy Research and Development3
Meteorological Phenomena and Simulations3
Integrated Energy Systems Optimization2
Ocean Waves and Remote Sensing1
Wind and Air Flow Studies1
Coal Properties and Utilization1
Thermal Analysis in Power Transmission1
Wave and Wind Energy Systems1

Top Publications (20)

1.Hybrid error correction model to enhance long-term wind field forecasting performance of coastal bridges by the WRF model2.State-Adaptive Forecast Error Recalibration for probabilistic wind power forecasting3.Regional Estimation of Wind Power Production in Finland Using k ‐Means Clustering and Power Curve Fitting4.Audio-visual fusion for near-surface wind speed estimation using surveillance cameras5.High Precision Prediction Model of Wind Speed for Underground Mine Tunnel by Using ASTF Net6.Offshore Wind Resource Assessment and Wind Farm Optimization Using Machine Learning and CFD Modelling7.A hybrid day-ahead wind speed prediction model based on refined WRF and attention-LSTM for coastal complex terrain8.WaveHiTS: Wavelet-Enhanced Hierarchical Time Series Modeling for Wind Direction Nowcasting in Eastern Inner Mongolia9.Explainable machine learning framework for dynamic line rating forecasting with adversarial robustness evaluation10.Ultra-short-term wind vector prediction based on a two-stage decomposition11.Change-point-driven adaptive deep learning framework for extreme wind event prediction under non-stationary atmospheric conditions12.A 2D-CNNpred-MIRB framework for cross-condition response prediction of floating offshore wind turbine platforms13.Offline Reinforcement Learning for Wind Farm Control: A Wind Tunnel Study under Dynamic Wind Directions14.A Forecasting Framework for Ultrashort-Term Wind Power Based on Transformer-BiLSTM15.A SIREN-Based Multi-Horizon Wind-Speed Forecasting Approach for Onshore and Offshore Wind Farms16.Does Machine Learning Improve Wind Power Forecasting? An Experimental Investigation17.Neural Network-Based Real-Time Wind Energy Estimation18.Modelling Healthy Operations of Generator Bearings in Wind Farms19.Predicting Wind Turbine Power Using Machine Learning and Weather Forecasts20.A Dynamic Graph Fusion Model for Ultra-Short-Term Turbine-Level Wind Power Forecasting

Sub-Regions (6)

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