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 | 97 | 2020 |
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 | 49 | 2020 |
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 | 35 | 2021 |
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 | 21 | 2021 |
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 | 16 | 2018 |
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 | 6 | 2017 |
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 | 5 | 2023 |
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 | 2 | 2019 |
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 | 2 | 2018 |
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 | 1 | 2020 |
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 | 1 | 2019 |
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 |