RESEARCH PROJECTS || LAUNCH YEARS 1 -2
OPEN-SOURCE PROCESS FOR ROUTINE PARAMETER ESTIMATION + UNCERTAINTY QUANTIFICATION FOR THE CLM
Dave Lawrence (Co-PI, NCAR)
Katie Dagon (Co-PI, NCAR)
Linnia Hawkins (Associate Research Scientist, Columbia)
STATISTICAL METHODS FOR FUNCTIONAL REGRESSION FOR SPATIAL TEMPORAL DYNAMICS
Tian Zheng (Co-PI, Columbia)
Galen McKinley (Co-PI, Columbia)
Candace Agonafir (Associate Research Scientist, Columbia)
CONSTRAINING PHENOLOGY WITH MACHINE LEARNING
Pierre Gentine (Co-PI, Columbia)
Dave Lawrence (Co-PI, NCAR)
Aya Lahlou (Graduate Research Assistant, Columbia)
LOW-CLOUD TURBULENCE USING MACHINE LEARNING
Pierre Gentine (Co-PI, Columbia)
Mike Pritchard (Co-PI, UC Irvine / NVIDIA)
Yongquan Qu (Graduate Research Assistant, Columbia)
METRICS FOR CESM: MACHINE-LEARNING BASED AIR-SEA CO2 FLUXES
Galen McKinley (Co-PI, Columbia)
Matt Long (Co-PI, NCAR)
Abby Shaum (Graduate Research Assistant, Columbia)
LEARNING OPTIMAL RELATIONSHIPS FOR SOLAR RADIATION
Robert Pincus (Co-PI, Columbia)
Carl Vondrick (Co-PI, Columbia)
Dion Ho (Graduate Research Assistant, Columbia)
WARM RAIN MICROPHYSICS EMULATION
Marcus van Lier-Walqui (PI, Columbia)
Kaitlyn Loftus (Postdoc, Columbia)
DEEP LEARNING BASED INVERSE MODELING FOR PARAMETER ESTIMATION
Vipin Kumar (Co-PI, Univ. of Minnesota)
Dave Lawrence (Co-PI, NCAR)
Arvind Renganathan (Graduate Research Assistant, Univ. of Minnesota)
UNIFICATION OF LABORATORY + OBSERVATIONAL DATA VIA LEARNING ALGORITHMS FOR ROBUST MODELS OF ICE MICROPHYSICS
Kara Lamb (PI, Columbia)
Joseph Ko (Postdoc, Columbia)
OPTIMIZED SYSTEMATIC CALIBRATION OF EARTH SYSTEM MODEL PHYSICS
Greg Elsaesser (PI, NASA-GISS)
Qingyuan Yang (Associate Research Scientist, Columbia)
PHYSICS DATA DRIVEN SURROGATE MODELS FOR VEGETATION-ATMOSPHERE INTERACTION: IMPROVED PARAMETERIZATION OF TURBULENT EXCHANGES BETWEEN PLANT CANOPIES AND THE ATMOSPHERE
Marco Giometto (Co-PI, Columbia)
Ensheng Weng (Co-PI, Columbia)
Jaeyoung Jung (Postdoc, Columbia)
LEAP CRYO: LEARNING NEW ICE SHEET SLIDING LAWS WITH NEURAL NETS + HIGH-RESOLUTION ICE MODELS
Jonathan Kingslake (Co-PI, Columbia)
David Porter (Co-PI, Columbia)
Racheet Matai (Postdoc, Columbia)
TOWARDS ROBUST, RELIABLE, AND OPERATIONAL SUPER-PARAMETERIZATION EMULATORS
Mike Pritchard (Co-PI, UC Irvine / NVIDIA)
Pierre Gentine (Co-PI, Columbia)
Savannah Ferretti (Graduate Research Assistant, UC Irvine)
Jerry Lin (Graduate Research Assistant, UC Irvine)
RETHINKING AIR-SEA FLUXES PARAMETERIZATION
Laure Zanna (Co-PI, NYU)
David John Gagne II (Co-PI, NCAR)
Jiarong Wu (Postdoc, NYU)
CORPORATE STAKEHOLDERS’ RESPONSES TO EARTH SYSTEM INITIATIVES AND EARTH SYSTEM-BASED COMMUNICATIONS + INFORMATION
Vanessa Burbano (PI, Columbia)
Florencio Portocarrero (Postdoc, Columbia)
LAB TO SCHOOL: SUMMER INSTITUTE FOR K-12 TEACHERS IN NYC
Oren Pizmony-Levy (Co-PI, Teachers College)
Charles Lang (Co-PI, Teachers College)
Christina Torres (Graduate Research Assistant, Teachers College)
NEURO-SYMBOLIC MACHINE LEARNING FOR EARTH SYSTEMS
Carl Vondrick (PI, Columbia)
REVISITING AIR-SEA FLUX INTERACTIONS WITH ML
Pierre Gentine (Co-PI, Columbia)
Laure Zanna (Co-PI, NYU)
Julia Simpson (Graduate Research Assistant, Columbia)