Dr. Aaron Hill
Dr. Aaron Hill
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Publications
Type
Journal article
Date
2025
2024
2023
2021
2020
2016
2014
E. White
,
Aaron Hill
(2025).
Severe weather forecasts from artificial intelligence weather prediction models
. Artificial Intelligence for the Earth Systems, in review.
A. J. Clark
,
K. A. Hoogewind
,
Aaron Hill
,
E. D. Loken
(2025).
Extended range machine-learning severe weather guidance based on the operational GEFS
. Weather and Forecasting, 40, 1325–1343.
DOI
E. E. Sudler
,
Aaron Hill
,
C. R. Homeyer
(2025).
Artificial Intelligence Weather Prediction Model Performance for Hurricane Helene (2024)
. Journal of Geophysical Research - Atmospheres, in prep.
Alexandra C. Mazurek
,
Aaron Hill
,
Russ S. Schumacher
,
Hanna J. McDaniel
(2025).
Can Ingredients-Based Forecasting be Learned? Disentangling a Random Forest's Severe Weather Predictions
. Weather and Forecasting, 40, 237–258.
DOI
Aaron Hill
,
Russ S. Schumacher
,
Mitchell R. Green
(2024).
Observation Definitions and their Implications in Machine Learning-based Predictions of Excessive Rainfall
. Weather and Forecasting, 39, 1733-1750.
DOI
Aaron Hill
,
Russ S. Schumacher
,
Israel L. Jirak
(2023).
A New Paradigm for Medium-Range Severe Weather Forecasts: Probabilistic Random Forest–Based Predictions
. Weather and Forecasting, 38, 251-272.
DOI
Aaron Hill
,
C. C. Weiss
,
D. C. Dowell
(2021).
Influence of a portable near-surface observing network on experimental ensemble forecasts of deep convection hazards during VORTEX-SE
. Weather and Forecasting, 36, 1141-1167.
DOI
Russ S. Schumacher
,
Aaron Hill
,
Mark Klein
,
Jim Nelson
,
Michael Erickson
,
Sarah M. Trojniak
,
Greg R. Herman
(2021).
From random forests to flood forecasts: A research to operations success story
. Bulletin of the American Meteorological Society, 102, E1742–E1755.
DOI
Aaron Hill
,
Russ S. Schumacher
(2021).
Forecasting excessive rainfall with random forests and a deterministic convection-allowing model
. Weather and Forecasting, 36, 1693-1711.
DOI
Aaron Hill
,
G. R. Herman
,
R. S. Schumacher
(2020).
Forecasting severe weather with random forests
. Monthly Weather Review, 148, 2135-2161.
DOI
Aaron Hill
,
C. C. Weiss
,
B. C. Ancell
(2020).
Factors influencing ensemble sensitivity-based targeted observing prediction at convection-allowing resolutions
. Monthly Weather Review, 148, 4487-4517.
DOI
Aaron Hill
,
C. C. Weiss
,
B. C. Ancell
(2016).
Ensemble sensitivity analysis for mesoscale forecasts of dryline convection initiation
. Monthly Weather Review, 144, 4161-4182.
DOI
Aaron Hill
,
V. E. Toma
,
M. D. Zuluaga
,
P. J. Webster
(2014).
Multiscale analysis of three consecutive years of anomalous flooding in Pakistan
. Quart. J. Roy. Meteor. Soc., 141, 1259-1276.
DOI
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