Generative Data Assimilation of Sparse Weather Station Observations at Kilometer Scales

Peter Manshausen, Yair Cohen, Peter Harrington, Jaideep Pathak, Mike Pritchard, Piyush Garg, Morteza Mardani, Karthik Kashinath, Simon Byrne, Noah Brenowitz
October, 2025
DOI Paper
Type
Journal article
Publication
Journal of Advances in Modeling Earth Systems
Data Assimilation Generative AI diffusion model weather stations atmospheric state estimation
Peter Manshausen
Peter Manshausen
Jaideep Pathak
Jaideep Pathak
Mike Pritchard
Mike Pritchard
Director of Climate Simulation Research

Mike focuses on the interface between next generation climate simulation and machine learning, particularly accelerating cloud-resolving climate simulations using physics-informed ML approaches.

Noah Brenowitz
Noah Brenowitz