Chaotic billiards optimized hybrid transformer and XGBoost model for robust and sustainable time series forecasting

Abstract Accurate wind speed forecasting plays a key role in supporting renewable energy systems, improving flight safety, and enhancing weather prediction. However, the variability and non-stationary nature of wind patterns make reliable forecasting a difficult task. To address these issues, this r...

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Bibliographic Details
Main Authors: Reham H. Mohammed, Asmaa Mohamed El-saieed
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-025-10641-7
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