Research Projects || Year 3

SMandt

FOUNDATION MODELS FOR GENERATIVE CLIMATE FORECASTING AND DOWNSCALING

Stephan Mandt (PI, UC Irvine)

VAcquaviva

THE METRICS RELOADED: IMPROVED SIMILARITY ASSESSMENT FOR CLIMATE MAPS

Viviana Acquaviva (PI, CUNY / Columbia)

SShamekh

IMPROVING THE PARAMETERIZATION OF ATMOSPHERIC BOUNDARY LAYER USING PHYSICS-INFORMED MACHINE LEARNING

Sara Shamekh (PI, NYU)

VKumar

TASK AWARE MODELING FOR ENVIRONMENTAL SYSTEMS

Vipin Kumar (PI, Univ. of Minnesota)

BMedeiros

LEAP: PHYSICS-IMPLEMENTATION EXPERIENCE WITH CESM (PIECES) 

Brian Medeiros (PI, NCAR)

Gagne

ATTRIBUTING CLIMATE MODEL DIVERGENCE WITH HIERARCHICAL REPRESENTATION TRANSFORMERS

David John Gagne (PI, NCAR)

DLawrence1

LEVERAGING ML TO ADVANCE LAND MODELING THROUGH PARAMETER ESTIMATION AND ML PARAMETERIZATIONS

Dave Lawrence (PI, NCAR)

KLamb

ML-ENHANCED UNIFIED ICE MICROPHYSICS SCHEME (ML-ICE) DEVELOPMENT

Kara Lamb (PI, Columbia)

MvLierWalqui copy

WARM RAIN MICROPHYSICS

Marcus van Lier-Walqui (PI, Columbia)

Elsaesser

IMPLEMENTATION OF AUTOMATED CALIBRATION FRAMEWORK INTO CAM AND ANALYSIS OF CALIBRATED ENSEMBLES

Greg Elsaesser (PI, Columbia)

DBalwada

PARAMETERIZING IMPACTS OF HETEROGENEITY AT THE AIR-SEA INTERFACE

Dhruv Balwada (PI, Columbia)

SKpotufe

TRANSFER LEARNING FOR CLIMATE SCIENCE

Samory Kpotufe (PI, Columbia)