Tropical Cyclone Intensity Probabilistic Forecasting System Based on Deep Learning

Table 4

Results of ablation experiments. The comparison indicator is MAE in m/s.

Category	Methods	2015	2016	2017	2018	Avg
Module ablation	Ablation CBAM	5.038	5.607	4.257	4.417	4.829
	Ablation encoder	5.38	5.485	4.065	4.726	4.914
Data ablation	Ablation CLIPER	6.54	7.493	6.102	6.751	6.721
	Ablation U-wind	5.059	5.547	4.467	4.928	5.000
	Ablation V-wind	5.974	6.914	5.249	5.344	5.870
Full model	PTCIF	4.73	5.27	4.27	4.39	4.6

The best results are marked in bold.