Search Results for author: Justin Finkel

Found 2 papers, 1 papers with code

Using Explainable AI and Transfer Learning to understand and predict the maintenance of Atlantic blocking with limited observational data

2 code implementations12 Apr 2024 huan zhang, Justin Finkel, Dorian S. Abbot, Edwin P. Gerber, Jonathan Weare

This work demonstrates the potential for machine learning methods to extract meaningful precursors of extreme weather events and achieve better prediction using limited observational data.

Blocking Explainable artificial intelligence +1

Learning forecasts of rare stratospheric transitions from short simulations

no code implementations15 Feb 2021 Justin Finkel, Robert J. Webber, Dorian S. Abbot, Edwin P. Gerber, Jonathan Weare

We compute the probability and lead time efficiently by solving equations involving the transition operator, which encodes all information about the dynamics.

Atmospheric and Oceanic Physics Dynamical Systems Data Analysis, Statistics and Probability

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