Session 3A Artificial Intelligence, Machine-Learning and Decision Making

Friday, 28 July 2017: 1:30 PM-3:00 PM
Constellation E (Hyatt Regency Baltimore)
Host: 30th Conference on Climate Variability and Change, 24th Conference on Probability and Statistics in the Atmospheric Sciences, and the 16th Conference on Artificial Intelligence and its Applications to the Environmental Sciences
Chair:
Caren Marzban, University of Washington, Statistics and Applied Physics, Seattle, WA

Papers:
1:30 PM
3A.1
Creating High-Resolution Convection Forecasts over Northeast Colorado Using Random Forests
Gregory R. Herman, Colorado State Univ., Fort Collins, CO; and R. S. Schumacher
Recorded Presentation

1:45 PM
3A.2
Probabilistic Locally Extreme Precipitation Forecasting with Machine Learning
Gregory R. Herman, Colorado State Univ., Fort Collins, CO; and R. S. Schumacher

2:00 PM
3A.3
Improving Satellite Observation Utilization for Model Initialization Through the Use of Supervised Machine Learning
Yu-Ju Lee, NOAA/ESRL/GSD (CIRES), Boulder, CO; and C. Bonfanti and J. Q. Stewart
Recorded Presentation

2:15 PM
3A.4
Downscaling Remotely-Sensed Soil Moisture Estimates using Machine Learning Techniques
Seyed Hamed Alemohammad, Columbia University, New York, NY; and J. Kolassa, C. Prigent, F. Aires, and P. Gentine
Recorded Presentation

2:30 PM
3A.5
Semi-seasonal to Seasonal Predictability and Uncertainty of Groundwater Depletions using a Data-Driven Model Ensemble Approach in Irrigated Areas of the Northern High Plains
Alessandro Amaranto, University of Nebraska, Lincoln, NE; and G. Corzo-Perez, D. Solomatine, and F. Munoz-Arriola
Recorded Presentation

3A.6
Mining data and expert intuition to develop a nonlinear tropical cyclone intensification model

2:45 PM
3A.7
A Few Meteorological Applications of Sparse Principal Component Analysis
Caren Marzban, University of Washington, Seattle, WA
Recorded Presentation

Paper 3A.8 has been moved. New paper number is 2B.4A.

- Indicates paper has been withdrawn from meeting
- Indicates an Award Winner
See more of: 30th Conference on Climate Variability and Change, 24th Conference on Probability and Statistics in the Atmospheric Sciences, and the 16th Conference on Artificial Intelligence and its Applications to the Environmental Sciences
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