3 papers
econ.GN2024
Emulating the Global Change Analysis Model with Deep Learning
Andrew Holmes, Matt Jensen, Sarah Coffland +7
The Global Change Analysis Model (GCAM) simulates complex interactions between the coupled Earth and human systems, providing valuable insights into the co-evolution of land, water…
physics.ao-ph2024
DiffESM: Conditional Emulation of Temperature and Precipitation in Earth System Models with 3D Diffusion Models
Seth Bassetti, Brian Hutchinson, Claudia Tebaldi +1
Earth System Models (ESMs) are essential for understanding the interaction between human activities and the Earth's climate. However, the computational demands of ESMs often limit…
physics.ao-ph2024
Diffusion-Based Joint Temperature and Precipitation Emulation of Earth System Models
Katie Christensen, Lyric Otto, Seth Bassetti +2
Earth system models (ESMs) are the principal tools used in climate science to generate future climate projections under various atmospheric emissions scenarios on a global or regio…