Publications per year
Publications per year
Fingerprint
Dive into the research topics where Machine Integration and Learning for Earth Systems is active. These topic labels come from the works of this organization's members. Together they form a unique fingerprint.
Collaborations and top research areas from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
Researchers
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Charlie Becker
- Computational & Information Systems Lab, Machine Integration and Learning for Earth Systems - Machine Learning Scientist III
Person
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David John Gagne
- Computational & Information Systems Lab, Machine Integration and Learning for Earth Systems - Machine Learning Scientist V
Person
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Gabrielle Gantos
- Computational & Information Systems Lab, Machine Integration and Learning for Earth Systems - Machine Learning Scientist II
Person
Publications
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AI-Based Regional Emulation for Kilometer-Scale Dynamical Downscaling
Sha, Y., Hertneky, T., Gutmann, E. D., McGinnis, S., McCrary, R., Xue, L., Gagne, D. J., Newman, K. & Newman, A., Oct 2026, In: Journal of Geophysical Research: Machine Learning and Computation. 3, 5, e2026JH001313.Research output: Contribution to journal › Article › peer-review
Open Access -
A Regional Benchmark for Deep Learning-Based Hourly Precipitation Nowcasting in Latin America
Almeida, A. P., Barbosa, H. M. J., Garcia, S. R., Gagne, D. J., Zhou, K., Kubota, T., Ushio, T., Otsuka, S., Pfreundschuh, S. & Calheiros, A. J. P., 2026, In: IEEE Access. 14, p. 38306-38331 26 p.Research output: Contribution to journal › Article › peer-review
Open Access -
Bayesian Deep Learning for Convective Initiation Nowcasting Uncertainty Estimation
Fan, D., Gagne, D. J. I., Greybush, S. J., Clothiaux, E. E., Schreck, J. S. & Shen, C., Jul 1 2026, In: arXiv.Research output: Contribution to journal › Article › peer-review
File
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Sky Gale
Holland, M. (Host) & Gagne, D. J. (Host)
Jun 2026 → Aug 2026Activity: Host a visitor › Hosting an intern/student
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Is There a Role for AI in Solving the Weather Data Conundrum?
Gagne, D. J. (Contributor)
Feb 25 2026Activity: Give a talk or presentation › Invited talk
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Validating and Enforcing Physical Consistencies in AI weather prediction models
Gagne, D. J. (Contributor)
Nov 6 2025Activity: Give a talk or presentation › Invited talk
Prizes
Datasets
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Global Total Projected Leaf Area Index Subset from the Community Land Model Version 5 (CLM5) Perturbed Parameter Ensemble Members
Silwimba, K. (Data Manager), Hawkins, L. (Creator), Dagon, K. (Contributor), Kennedy, D. (Creator) & Becker, C. (Contributor), Zenodo, Apr 8 2025
Dataset