Shawn (Shuolin) Li

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Data Science Institute, Columbia University

New York, NY, 10027, USA

I develop physics-grounded, uncertainty-quantified models that integrate turbulence theory with generative machine learning to understand and predict the dynamics of environmental and engineered systems. Turbulence serves as the unifying framework of my research: it governs particle transport, shapes riverine and landscape morphodynamics, regulates heat and mass transfer, and influences atmospheric boundary-layer processes and climate extremes.

My research sits at the intersection of:

  • Turbulence and fluid dynamics
  • Generative machine learning and data science
  • Hydrology, sediment transport, and geomorphology
  • Heat and mass transfer and data-center cooling

I am a Full Professor at Wuhan University, working at the intersection of Artificial Intelligence, Hydrology, and Fluid Dynamics. Previously, I was a Research Scientist at the Data Science Institute at Columbia University, where I led the Machine Learning for Data Assimilation project within LEAP — an NSF Science and Technology Center for Learning the Earth with AI and Physics. Prior to joining Columbia, I earned a Ph.D. in Fluid Dynamics and an M.S. in Computer Science from Duke University in 2023. I also completed an M.S. in Mechanical Engineering at Cornell University in 2019, following my first U.S. degree in Environmental Engineering at Northwestern University in 2018.

Professional Service

Dec 15, 2025 I will serve as an AGU 2025 Annual Meeting Convener for the session Transport & Interactions in Aquatic Ecosystems Across Scales.
Sep 01, 2025 I have been appointed as an Associate Editor for Journal of Geophysical Research: Machine Learning and Computation.
Jul 01, 2023 I have been appointed as an Associate Editor for the Journal of Hydrology.
May 01, 2022 I will serve as an advisory board member for Ph.D. Plus committee of Duke Engineering for the 2022–2023 term.
May 01, 2021 I will served as a vice president of Duke Chinese Students & Scholars Association for the 2021-2022 term.

Recent Publications

  1. GRL
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    Shuolin Li, Tian Zheng, Alban Farchi, and 2 more authors
    Geophysical Research Letters, 2025
  2. GRL
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    Shuolin Li, Yongzhe Qu, Tian Zheng, and 1 more author
    Geophysical Research Letters, 2024
  3. GRL
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    Shuolin Li, Andrew D. Bragg, and Gabriel Katul
    Geophysical Research Letters, 2023
  4. Physica D
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    Shuolin Li, Craig Henriquez, and Gabriel Katul
    Physica D: Nonlinear Phenomena, 2022
  5. WRR
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    Shuolin Li, Andrew D. Bragg, and Gabriel Katul
    Water Resources Research, 2022