notesum.ai

Published at November 13

physics.ao-ph

cs.AI

Released Date: November 13, 2024

Authors: Alberto Carpentieri, Jussi Leinonen, Jeff Adie, Boris Bonev, Doris Folini, Farah Hariri

Metric	Model	All Stations	SARAH3 Stations	ROW Stations
RMSE	ERA5	52.60	52.40	52.72
	SARAH3		37.95
	$\text{AFNO}_{\text{ERA5}}$	50.81	50.90	50.76
	$\text{AFNO}_{\text{f}}$	48.68	46.72	49.84
	$\text{AFNO}_{\text{SARAH3}}$	79.75	49.22	97.78
	Pix2Pix	50.85	51.72	50.33
	MLP	107.13	108.33	106.43
MAE	ERA5	26.29	27.16	25.79
	SARAH3		20.52
	$\text{AFNO}_{\text{ERA5}}$	25.93	27.20	25.19
	$\text{AFNO}_{\text{f}}$	26.86	25.72	27.53
	$\text{AFNO}_{\text{SARAH3}}$	50.83	27.36	64.70
	Pix2Pix	26.26	27.94	25.27
	MLP	69.27	68.03	70.00
Bias	ERA5	1.61	-5.45	5.78
	SARAH3		-2.36
	$\text{AFNO}_{\text{ERA5}}$	0.79	-5.96	4.78
	$\text{AFNO}_{\text{f}}$	-5.35	-3.89	-6.21
	$\text{AFNO}_{\text{SARAH3}}$	29.96	-1.65	48.65
	Pix2Pix	0.23	-6.46	4.18
	MLP	-4.39	-20.41	5.08