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N. Nikitas

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Jul 2026

A double-stage method for improving long-term numerical wind speed prediction via chaos-noise decoupling

ABSTRACT Reliable 24–48 hr long-term wind-speed forecasts are critical for the safe operation of energy systems. Wind variability is shaped by chaotic dynamics and predictability limits, motivating chaos-aware modeling of Weather Research and Forecasting (WRF) outputs. This paper proposes a double-stage modeling method...

Zhu Duan, Hui Liu, N. Nikitas · 0 citations

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