J8 Statistics and Machine Learning for Climate Science

Tuesday, 30 January 2024: 4:30 PM-6:00 PM
302/303 (The Baltimore Convention Center)
Hosts: (Joint between the 28th Conference on Probability and Statistics; the 37th Conference on Climate Variability and Change; and the 23rd Conference on Artificial Intelligence for Environmental Science )
Submitters:
Tara L. Jensen, NOAA, Silver Spring, MD; Wassila Mamadou Thiaw, University of Colorado, Boulder, Boulder, CO and Anthony J. Wimmers, CIMMS, Meteorology, Norman, OK

This session seeks presentations related to the use of statistics an machine learning in Climate Science. It is Joint between the 28th Conference on Probability and Statistics, 23st Conference on Artificial Intelligence for Environmental Science, and the 35th Conference on Climate Variability and Change

Papers:
4:30 PM
J8.1
The Climate Change Deniers are Wrong: Evidence from NOAA's Barrow Atmospheric Observatory in Alaska
Kevin F Forbes, Energy and Environmental Data Science, Malahide, D, Ireland

4:45 PM
J8.2
Prediction of Tropical Pacific Rain Rates with Over-parameterized Neural Networks
Hojun You, Univ. of Houston, Houston, TX; and M. Jun, R. Saravanan, C. J. Schumacher, J. Wang, and R. Wong

5:00 PM
J8.3
Subseasonal-to-Decadal Analog Forecasting Using Spatially-Weighted Masks Learned By a Neural Network
Jamin K. Rader, Colorado State Univ., Fort Collins, CO; and E. A. Barnes, M. Fernandez, and J. Landsberg

5:15 PM
J8.4
A Stochastic Statistical Model for U.S. Outbreak-Level Tornado Occurrence Based on the Large-Scale Environment
Kelsey M. Malloy, Columbia Univ., New York, NY; Columbia Univ., New York, NY; and M. K. Tippett

5:30 PM
J8.5
Building Asymmetry into PCA and Application to ENSO
Erik T. Swenson, George Mason Univ., Fairfax, VA

5:45 PM
J8.6
Constraining the Simulated Radiative Effects of Biomass Burning in Southern Africa
Victor Alejandro Sanchez, Carnegie Mellon Univ., Pittsburgh, PA; Carnegie Mellon Univ., Pittsburgh, PA; and J. Carzon, M. Kuusela, and H. Gordon

- Indicates paper has been withdrawn from meeting
- Indicates an Award Winner