ADMNet: An adaptive downsampling multi-frequency multi-channel network for long-term time series forecasting

Lele Yuan, Hua Wang, Fan Zhang

Abstract: Highlights•Enhanced adaptive periodic feature recognizer extracts latent periodic feature sequences.•Decompose time series into three adaptive periodic feature fusion sequences.•A multi-frequency multi-channel network models the three frequency bands separately.•Our model surpasses baselines, achieving state-of-the-art results in experiments.