Tapio Schneider

Last updated
Tapio Schneider
Born1972 (age 5253)
Germany
Citizenship German, American, Finnish
Known for Climate Modeling Alliance (CliMA)
Stratocumulus cloud breakup
Earth System Modeling 2.0
Awards Jule G. Charney Award (2025)
Packard Fellow (2005)
Scientific career
Fields Atmospheric science, Climate dynamics, Fluid dynamics
Institutions California Institute of Technology
Google Research
NASA Jet Propulsion Laboratory
ETH Zurich
Doctoral advisor Isaac Held
Website climate-dynamics.org

Tapio Schneider (born 1972) is a German-American climate scientist and physicist. He is the Theodore Y. Wu Professor of Environmental Science and Engineering at the California Institute of Technology (Caltech) and a Principal Scientist at Google Research. He is best known for his work on atmospheric turbulence, the dynamics of clouds, and for leading the Climate Modeling Alliance (CliMA), a multi-institutional initiative to develop a new Earth system model that uses machine learning to improve climate predictions. [1] [2] [3]

Contents

Education

Schneider studied physics at the University of Freiburg in Germany, receiving his Vordiplom in 1993. He was a visiting graduate student at the University of Washington from 1994 to 1995. He earned his Ph.D. in Atmospheric and Oceanic Sciences from Princeton University in 2001 under the supervision of Isaac Held. [4]

Career

Schneider joined the faculty of Caltech in 2002. He served as the Frank J. Gilloon Professor from 2010 to 2018 before being named the Theodore Y. Wu Professor. From 2013 to 2016, he held a position as Professor of Climate Dynamics at ETH Zurich. He was a Senior Research Scientist at the NASA Jet Propulsion Laboratory from 2017 to 2024. In 2022, he joined Google Research as a Visiting Researcher, becoming a Principal Scientist in 2024.

Climate Modeling Alliance (CliMA)

Schneider leads the Climate Modeling Alliance (CliMA), a coalition of scientists and engineers from Caltech, MIT, and the Jet Propulsion Laboratory. [5]

Mission and Approach

The project's primary mission is to reduce and quantify uncertainties in climate projections—specifically those arising from small-scale processes such as clouds, turbulence, and convection—by building a new Earth System Model (ESM). The alliance operates on a blueprint proposed by Schneider and colleagues in 2017 termed "Earth System Modeling 2.0". This approach integrates data assimilation and machine learning (ML) directly into the model's physics. Unlike traditional models that are manually tuned, the CliMA model is designed to automatically learn subgrid-scale (SGS) closures from diverse data sources, including global satellite observations and targeted high-resolution large-eddy simulations (LES). [6]

Technology and Software

The CliMA model is notable for being written entirely in the Julia programming language, chosen for its ability to solve the "two-language problem" by offering both high-level abstraction and high-performance machine code generation. [7] The software stack is designed to run on both CPUs and GPUs.

Research

Schneider's research focuses on the large-scale dynamics of the atmosphere and climate change.

Awards and Honors

Selected Publications

Books

Selected Articles

References

  1. "Climate Modeling Alliance (CliMA)". California Institute of Technology. Retrieved 2025-12-06.
  2. "New climate model to be built from the ground up". MIT News. 2018-12-12.
  3. Schneider, Tapio (2023). "Harnessing AI and computing to advance climate modelling and prediction". Nature Climate Change. 13: 887–889. doi:10.1038/s41558-023-01769-3.
  4. "Tapio Schneider: Faculty Profile". Caltech Division of Geological and Planetary Sciences. Retrieved 2025-12-06.
  5. "Climate Modeling Alliance (CliMA)". California Institute of Technology. Retrieved 2025-12-06.
  6. Schneider, Tapio; Lan, Shiwei; Stuart, Andrew; Teixeira, Joao (2017). "Earth System Modeling 2.0: A Blueprint for Models That Learn From Observations and Targeted High-Resolution Simulations". Geophysical Research Letters. 44 (24): 12, 396–12, 417. doi:10.1002/2017GL076101.
  7. "CliMA GitHub Organization". GitHub. Retrieved 2025-12-06.
  8. Schneider, Tapio; Kaul, Colleen M.; Pressel, Kyle G. (2019). "Possible climate transitions from breakup of stratocumulus decks under greenhouse warming". Nature Geoscience. 12: 163–167. doi:10.1038/s41561-019-0310-1.
  9. Schneider, Tapio; Bischoff, Tobias; Haug, Gerald H. (2014). "Migrations and dynamics of the intertropical convergence zone". Nature. 513: 45–53. doi:10.1038/nature13636.
  10. O'Gorman, Paul A.; Schneider, Tapio (2009). "The physical basis for increases in precipitation extremes in simulations of 21st-century climate change". Proceedings of the National Academy of Sciences. 106 (35): 14773–14777. doi:10.1073/pnas.0907610106.
  11. "20 Best Brains Under 40". Discover Magazine. November 20, 2008. Retrieved November 21, 2019.
  12. "Schneider, Tapio - The David and Lucile Packard Foundation". The David and Lucile Packard Foundation.
  13. "Atmospheric Sciences » Holton Award". agu.org.