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Christina Kumler-Bonfanti
Christina Kumler-Bonfanti
Cooperative Institute for Research in Environmental Sciences (CIRES)
Verified email at colorado.edu
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Cited by
Cited by
Year
Tropical cyclone track forecasting using fused deep learning from aligned reanalysis data
S Giffard-Roisin, M Yang, G Charpiat, C Kumler Bonfanti, B Kégl, ...
Frontiers in Big Data 3, 1, 2020
882020
Tropical and Extratropical Cyclone Detection Using Deep Learning
C Kumler-Bonfanti, J Stewart, D Hall, M Govett
Journal of Applied Meteorology and Climatology 59 (12), 1971-1985, 2020
422020
Using Deep Learning to Nowcast the Spatial Coverage of Convection from Himawari-8 Satellite Data
R Lagerquist, JQ Stewart, I Ebert-Uphoff, C Kumler
Monthly Weather Review 149 (12), 3897-3921, 2021
322021
CIRA Guide to Custom Loss Functions for Neural Networks in Environmental Sciences--Version 1
I Ebert-Uphoff, R Lagerquist, K Hilburn, Y Lee, K Haynes, J Stock, ...
arXiv preprint arXiv:2106.09757, 2021
262021
Machine Learning: Defining Worldwide Cyclone Labels for Training
C Bonfanti, L Trailovic, J Stewart, M Govett
2018 21st International Conference on Information Fusion (FUSION), 753-760, 2018
152018
Using Deep Learning for Targeted Data Selection, Improving Satellite Observation Utilization for Model Initialization
YJ Lee, CE Bonfanti, L Trailovic, B Etherton, M Govett, J Stewart
AGU Fall Meeting Abstracts 2017, NG33A-0184, 2017
62017
Trust and trustworthy artificial intelligence: A research agenda for AI in the environmental sciences
A Bostrom, JL Demuth, CD Wirz, MG Cains, A Schumacher, ...
Risk Analysis, 2023
22023
Deep learning for improved use of satellite observations
D Hall, JQ Stewart, C Bonfanti, MW Govett, S Maksimovic, L Trailovic
99th American Meteorological Society Annual Meeting, 2019
22019
Detecting Extratropical and Tropical Cyclone Regions of Interest (ROI) in Satellite Data using Deep Learning
C Bonfanti, J Stewart, S Maksimovic, D Hall, M Govett, L Trailovic, ...
AGU Fall Meeting Abstracts, 2018
22018
Deep Learning Approach for the Detection of Areas Likely for Convection Initiation
JQ Stewart, C Kumler, D Hall, MW Govett
100th American Meteorological Society Annual Meeting, 2020
12020
The need for HPC for deep learning with real-time satellite observations
JQ Stewart, C Bonfanti, I Jankov, L Trailovic, MW Govett
99th American Meteorological Society Annual Meeting, 2019
12019
The Science of Weather and Climate: Rain, Sleet, and the Rising Tide (Inquire & Investigate)
J Danneberg, M Simpson
2020
Understanding What the Machine Sees When Using Deep Learning for Image Segmentation to Detect Convection Initiation
J Stewart, M Govett, D Hall, C Kumler
AGU Fall Meeting Abstracts 2019, A53H-07, 2019
2019
The Success and Struggles of Using Deep Learning to Detect Extratropical and Tropical Cyclone Regions of Interest (ROI) in Seconds from Satellite Data
C Kumler, J Stewart, D Hall, M Govett
AGU Fall Meeting Abstracts 2019, A51U-2671, 2019
2019
Deep Learning Methods for Cyclogenesis, Extratropical, and Tropical Cyclone Regions of Interest (ROI) from Satellite Observations
C Bonfanti, J Stewart, D Hall, S Maksimovic, MW Govett, L Trailovic, ...
99th American Meteorological Society Annual Meeting, 2019
2019
The Future of Deep Learning Applied to Satellite Observations
J Stewart, C Bonfanti, I Jankov, L Trailovic, M Govett, S Maksimovic
AGU Fall Meeting Abstracts 2018, IN21C-0721, 2018
2018
Observing and Modeling Recurrent Diurnal Summertime Wind Systems in the Complex Terrain of the Columbia River Basin during the Second Wind Forecast Improvement Project
RM Banta, Y Pichugina, A Choukulkar, TA Bonin, WA Brewer, C Bonfanti, ...
18th Conference on Mountain Meteorology, 2018
2018
Boundary-Layer Wind-Flow Variability in Complex Terrain from Scanning Doppler Lidars and NWP Operational Models
Y Pichugina, RM Banta, A Choukulkar, TA Bonin, AW Brewer, J Olson, ...
23rd Symposium on Boundary Layers and Turbulence/21st Conference on Air-Sea …, 2018
2018
Evaluating Model Skill at Predicting Recurrent Diurnal Summertime Wind Patterns in the Columbia River Basin during WFIP-2
RM Banta, Y Pichugina, WA Brewer, A Choukulkar, C Bonfanti, ...
98th American Meteorological Society Annual Meeting, 2018
2018
Improving Satellite Observation Utilization for Model Initialization with Machine Learning: An Introduction and Tackling the “Labeled Dataset” Challenge for Cyclones Around the …
J Stewart, C Kumler, YJ Lee, M Govett, L Trailovic, B Etherton
2017 AGU Fall Meeting, 2017
2017
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