De-Zhi Sun

Pafd: phase-aware modeling with adaptive frequency decoupling for non-stationary time series forecasting

A phase-aware modeling framework with adaptive frequency decoupling, termed PAFD, for non-stationary time series forecasting that performs adaptive frequency decoupling under time-varying spectral structures to effectively separate trend and seasonal components, and then incorporates phase information to improve the te...