Latest Research in Energy Load and Power Forecasting

22 research papers · 2026 median publication year

Top Research Topics in Energy Load and Power Forecasting

Highest-Cited Papers

  1. A Hybrid LSTM‐KAN Framework With Dynamic Residual and Adaptive Grid for Robust Wind Speed Forecasting
  2. Hybrid computational intelligence framework for accurate wind power forecasting and grid integration applications
  3. From Symmetric Persistence to Asymmetric Gating: A Regime-Aware Network for Ultra-Short-Term Wind Power Forecasting
  4. DiffWind: A Denoising Diffusion Probabilistic Model for Wind Speed Time History Generation
  5. Spatial‐Awared Deep Echo State Networks for High‐Resolution Spatio‐Temporal Wind Speed Nowcasting
  6. Improving multi-modal wind speed prediction of short and medium term with a bi-clustered machine learning method
  7. SCADA-based feature analysis and Bayesian-optimized machine learning for short-term turbine-level wind power forecasting
  8. Application research of wind power prediction method based on improved seagull algorithm
  9. PI-TFN: Enhancing forecasting robustness under limited historical context via Physics-Informed Temporal Fusion
  10. Cloud–edge collaborative intelligence for wind power forecasting: large–small model synergy with LightGBM and CNN–BiLSTM
  11. Physics-guided neural network integrating uncertainty evolution for spatiotemporal wind speed prediction
  12. Zhinv: Real-time hub-height wind field reconstruction using only local sparse observations
  13. VSTCformer for Wind Power Interval Forecasting via Adaptive Variational Mode Decomposition and Spatio-Temporal Cross-Attention
  14. A double-stage method for improving long-term numerical wind speed prediction via chaos-noise decoupling
  15. DS-MS-convformer: Ultra-short-term wind power prediction based on dual-stream multi-scale convolutional transformer and hierarchical dynamic fusion
  16. Ultra-Short-Term Wind Power Forecasting Using an NSGA-II-MVMD-BiLSTM Hybrid Model
  17. A Review of Medium–Long-Term Wind Energy Projection
  18. An Ultra-Short-Term Wind Farm Power Forecasting Method Incorporating Spatial Features for Sustainable Energy Integration
  19. Adaptive Multi-Branch Heterogeneous Fusion Network for Wind Vector Prediction
  20. Fourier Geometric Wind Power Forecasting with Numerical Weather Prediction
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2026 AUG Q2

Energy Load and Power Forecasting

22 papers

Top Topics (6)

Energy Load and Power Forecasting17
Forecasting Techniques and Applications1
Machine Learning1
Probabilistic and Robust Engineering Design1
Wind Energy Research and Development1
Artificial Intelligence1

Top Publications (20)

1.A Hybrid LSTM‐KAN Framework With Dynamic Residual and Adaptive Grid for Robust Wind Speed Forecasting2.Hybrid computational intelligence framework for accurate wind power forecasting and grid integration applications3.From Symmetric Persistence to Asymmetric Gating: A Regime-Aware Network for Ultra-Short-Term Wind Power Forecasting4.DiffWind: A Denoising Diffusion Probabilistic Model for Wind Speed Time History Generation5.Spatial‐Awared Deep Echo State Networks for High‐Resolution Spatio‐Temporal Wind Speed Nowcasting6.Improving multi-modal wind speed prediction of short and medium term with a bi-clustered machine learning method7.SCADA-based feature analysis and Bayesian-optimized machine learning for short-term turbine-level wind power forecasting8.Application research of wind power prediction method based on improved seagull algorithm9.PI-TFN: Enhancing forecasting robustness under limited historical context via Physics-Informed Temporal Fusion10.Cloud–edge collaborative intelligence for wind power forecasting: large–small model synergy with LightGBM and CNN–BiLSTM11.Physics-guided neural network integrating uncertainty evolution for spatiotemporal wind speed prediction12.Zhinv: Real-time hub-height wind field reconstruction using only local sparse observations13.VSTCformer for Wind Power Interval Forecasting via Adaptive Variational Mode Decomposition and Spatio-Temporal Cross-Attention14.A double-stage method for improving long-term numerical wind speed prediction via chaos-noise decoupling15.DS-MS-convformer: Ultra-short-term wind power prediction based on dual-stream multi-scale convolutional transformer and hierarchical dynamic fusion16.Ultra-Short-Term Wind Power Forecasting Using an NSGA-II-MVMD-BiLSTM Hybrid Model17.A Review of Medium–Long-Term Wind Energy Projection18.An Ultra-Short-Term Wind Farm Power Forecasting Method Incorporating Spatial Features for Sustainable Energy Integration19.Adaptive Multi-Branch Heterogeneous Fusion Network for Wind Vector Prediction20.Fourier Geometric Wind Power Forecasting with Numerical Weather Prediction
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Latest Research in Energy Load and Power Forecasting (2026) | TGRS