notesum.ai

Published at December 10

Modeling High-Resolution Spatio-Temporal Wind with Deep Echo State Networks and Stochastic Partial Differential Equations

stat.ML

cs.LG

Released Date: December 10, 2024

Authors: Kesen Wang¹, Minwoo Kim², Stefano Castruccio³, Marc G. Genton¹

Aff.: ¹King Abdullah University of Science and Technology; ²Pusan National University; ³University of Notre Dame

Arxiv: http://arxiv.org/pdf/2412.07265v1

Refer to caption

Lead (hr)	One	Two	Three
Knots
B-ESN	0.065 (0.214)	0.115 (0.355)	0.157 (0.470)
ESN	0.064 (0.209)	0.125 (0.386)	0.173 (0.519)
GRU	0.308 (0.888)	0.380 (1.069)	0.428 (1.194)
LSTM	0.265 (0.743)	0.351 (0.951)	0.419 (1.127)
PER	0.077 (0.277)	0.198 (0.653)	0.311 (0.976)
VAR	0.087 (0.272)	0.162 (0.486)	0.216 (0.635)
All locations
B-ESN	0.081 (0.267)	0.133 (0.403)	0.173 (0.510)
ESN	0.078 (0.255)	0.141 (0.426)	0.189 (0.557)
B-ESN-L	0.088 (0.290)	0.140 (0.425)	0.181 (0.530)
PER	0.077 (0.276 )	0.197 (0.669)	0.310 (0.974)