Topic: Deep Learning Methods and Applications for Improving Weather Forecasts III (Joint between the 24th Conference on Artificial Intelligence for Environmental Science and the 33rd Conference on Weather Analysis and Forecasting (WAF)/29th Conference on Numerical Weather Prediction (NWP)) (105th AMS Annual Meeting)

Thursday, 16 January 2025: 10:45 AM-12:00 PM

339 (New Orleans Ernest N. Morial Convention Center)

Host: 24th Conference on Artificial Intelligence for Environmental Science

Cochairs:

Kyle A. Hilburn and Huiling Yuan, Nanjing University, School of Atmospheric Sciences, Nanjing

Papers:

10:45 AM

J14A.1

A Machine Learning-Based Bias Correction Method for Global Forecast System Products

Linlin Cui, Lynker at NOAA/NWS/NCEP/EMC, College Park, MD; and J. Wang, S. S. Tabas, W. Li, and J. R. Carley

11:00 AM

J14A.2

Uncertainty Estimation of Bayesian Deep Learning for Convective Initiation Nowcasting

Da Fan, The Pennsylvania State Univ., State College, PA; and D. J. Gagne II, S. J. Greybush, E. E. Clothiaux, J. Schreck, and C. Shen

11:15 AM

J14A.3

Leveraging Data-Driven Weather Forecasting for Improving Numerical Weather Prediction Skill through Large-Scale Spectral Nudging

Jean-François Caron, Environment and Climate Change Canada, Dorval, QC, Canada; and S. Z. Husain, L. Separovic, R. Aider, M. Buehner, S. Chamberland, E. Lapalme, R. McTaggart-Cowan, C. Subich, P. Vaillancourt, J. Yang, and A. Zadra

11:30 AM

J14A.4

Adding machine-learned uncertainty quantification to the National Blend of Models

Ryan A. Lagerquist, CIRA and NOAA/ESRL/GSL, Boulder, CO; and J. Crockett, A. Layne, K. McGrath, P. J. Roebber, and G. Wagner

11:45 AM

J14A.5

Predicting Forecast Errors in Numerical Weather Prediction Models Using Long-Short-Term Memory Models across New York State

David Aaron Evans, Albany, Albany, NY; and K. J. Sulia, N. P. Bassill, C. D. Thorncroft, J. C. Rothenberger, and L. Gaudet, Ph.D.

Recorded Presentation

- Indicates paper has been withdrawn from meeting

- Indicates an Award Winner

See more of: 24th Conference on Artificial Intelligence for Environmental Science

<< Previous Topic | Next Topic >>

J14A Deep Learning Methods and Applications for Improving Weather Forecasts III (Joint between the 24th Conference on Artificial Intelligence for Environmental Science and the 33rd Conference on Weather Analysis and Forecasting (WAF)/29th Conference on Numerical Weather Prediction (NWP))