2 citations · 2 across the 2 of their papers we have counts for
2 papers
physics.ao-ph2024
Assimilating Observed Surface Pressure into ML Weather Prediction Models
Laura C. Slivinski, Jeffrey S. Whitaker, Sergey Frolov +2
There has been a recent surge in development of accurate machine learning (ML) weather prediction models, but evaluation of these models has mainly been focused on medium-range for…
cs.LG2023★ 2 cited
Constraining Chaos: Enforcing dynamical invariants in the training of recurrent neural networks
Jason A. Platt, Stephen G. Penny, Timothy A. Smith +2
Drawing on ergodic theory, we introduce a novel training method for machine learning based forecasting methods for chaotic dynamical systems. The training enforces dynamical invari…