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Muhammad Abid

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#machine learning Preprint Aug 2026

Hybrid Semantic Context-Enhanced Ensemble Learning for Wind Power Ramp-Event Forecasting and Uncertainty-Aware Evaluation

Wind power ramp events which are sudden, large swings in turbine output over short windows are difficult to estimate, and standard models often miss them. Hybrid forecasting approach is built which augments semantic context to ramp-event forecast. Rather than applying an extensive language model directly to predict tur...

Momina Liaqat Ali, Muhammad Abid, Muhammad Abdullah et al. · 0 citations

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