William D. Collins

1. Application of Deep Convolutional Neural Networks for Detecting Extreme Weather in Climate Datasets
   2016/05/04 by Yunjie Liu, Evan Racah, Liu, Yunjie +14 · 11 citations
   Computer Science · Engineering · Environmental Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Hydrological Forecasting Using AI #Seismology and Earthquake Studies #Traffic Prediction and Management Techniques
2. A low-to-no snow future and its impacts on water resources in the western United States
   2021/10/26 by Erica R. Siirila-Woodburn, Erica R. Siirila‐Woodburn, Alan M. Rhoades +13 · 9 citations
   Earth and Planetary Sciences · Environmental Science · #Climate change and permafrost #Cryospheric studies and observations #Hydrology and Watershed Management Studies
3. Huge Ensembles Part II: Properties of a Huge Ensemble of Hindcasts Generated with Spherical Fourier Neural Operators
   2024/08/02 by Ankur Mahesh, Mahesh, Ankur, William D. Collins +26 · 7 citations
   Computer Science · #Atmospheric and Oceanic Physics (physics.ao-ph) #Computer Graphics and Visualization Techniques #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG)
4. Huge Ensembles Part I: Design of Ensemble Weather Forecasts using Spherical Fourier Neural Operators
   2024/08/06 by Ankur Mahesh, William D. Collins, Mahesh, Ankur +27 · 5 citations
   Earth and Planetary Sciences · #Atmospheric and Oceanic Physics (physics.ao-ph) #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Meteorological Phenomena and Simulations
5. Investigation of Regional and Seasonal Variations in Marine Boundary Layer Cloud Properties from MODIS Observations
   2008/02/25 by Michael Jensen, Michael P. Jensen, Andrew M. Vogelmann +4 · 1 citation
   Earth and Planetary Sciences · Environmental Science · #Atmospheric aerosols and clouds #Atmospheric chemistry and aerosols #Climate variability and models
6. Recommendations for Comprehensive and Independent Evaluation of Machine Learning-Based Earth System Models
   2024/10/24 by Paul Ullrich, Elizabeth A. Barnes, Ullrich, Paul A. +19 · 3 citations
   Computer Science · Earth and Planetary Sciences · Engineering · #Advanced Data Processing Techniques #Atmospheric and Oceanic Physics (physics.ao-ph) #Computational Physics and Python Applications #FOS: Computer and information sciences #FOS: Physical sciences #Geological Modeling and Analysis #Machine Learning (cs.LG)
7. Anthropogenic aerosols mask increases in US rainfall by greenhouse gases
   2024/02/22 by Mark D. Risser, William D. Collins, Michael Wehner +3 · 1 voice · 3 citations
   Earth and Planetary Sciences · Environmental Science · #Atmospheric and Environmental Gas Dynamics #Climate variability and models #Meteorological Phenomena and Simulations
8. Anomalous Diffusion of Tropical Cyclones Observed in Huge Ensembles of Hindcasts
   2026/07/24 by Abdoul R. Zeba, William D. Collins, Ankur Mahesh +5
   #physics.ao-ph