Tingting Liu

Frequency-aware forecasting for short-term typhoon gust prediction

WDANet, a frequency-aware forecasting framework that integrates stationary wavelet decomposition, a Feature-wise Linear Modulation strategy, and a dual-branch encoder-decoder architecture, enabling separate modeling of trend and fluctuation components is proposed, highlighting its potential for offshore wind power operation, disaster warning, and risk mitigation.