Lin Yao

Lin Yao

Tropical convection · explainable AI · geophysical fluid dynamics

CICOES Postdoctoral Fellow, University of Washington · PhD, University of Chicago

About

I'm a CICOES Postdoctoral Fellow at the University of Washington, hosted by Prof. Gerard Roe and Dr. Chidong Zhang. I received my PhD in 2026 from the Department of the Geophysical Sciences at the University of Chicago, where I worked with Prof. Da Yang.

My research centers on moist convection. I study how large-scale tropical convection (e.g., convective self-aggregation and the MJO) forms and changes with climate. I combine theory, cloud-resolving models, and machine learning to uncover essential mechanisms and sources of predictability. I also investigate extreme weather events and polar vortex dynamics.

Publications

In preparation

2025

2024

2023

2022

A full and up-to-date list is on Google Scholar.

CV

Education

2023–2026
PhD, Geophysical Sciences, University of Chicago
Advisor: Da Yang
2020–2023
PhD, Atmospheric Sciences, University of California, Davis (transferred)
Advisor: Da Yang
2015–2019
BS, Atmospheric Sciences, Nanjing University
Advisor: Zhe-Min Tan

Positions

2026–
Postdoctoral Fellow, CICOES, University of Washington
Hosts: Gerard Roe & Chidong Zhang
Summer 2025
GFD Fellow, Woods Hole Oceanographic Institution
Geophysical Fluid Dynamics summer program
2023–2026
Research Assistant & Teaching Assistant, University of Chicago
2020–2023
Research Assistant, University of California, Davis
2020–2021
Research Assistant, Nanjing University

Selected Awards

2026
CICOES Postdoctoral Fellowship, University of Washington
2025
GFD Fellowship, Woods Hole Oceanographic Institution
2024
Outstanding Student Oral Presentation, 24th AMS Conference on Atmospheric and Oceanic Fluid Dynamics
2023
Chinese Government Award for Outstanding Students Abroad, China Scholarship Council
2019
Outstanding Graduate, Nanjing University
2018
Outstanding Student, Jiangsu Province
2017
National Scholarship, Nanjing University

Leadership & Service

2024–2025
Co-host, Climate Dynamics Group Weekend Webinar
2024
Organizer, Rossbypalooza Summer School, University of Chicago
2022
Organizer, 16th Graduate Climate Conference (GCC)

Selected Talks

2025–2026
“The Role of Equatorial Waves in MJO Predictability in Deep Convolutional Networks” — AGU Fall Meeting 2025 (New Orleans); AMS Annual Meeting 2026 (Houston).
2024
“Machine Learning Models Use Large-Scale Information to Predict the MJO” — 24th Conference on Atmospheric and Oceanic Fluid Dynamics; 36th Conference on Hurricanes and Tropical Meteorology; EGU24 General Assembly.
2023
“Using Interpretable Deep Learning to Forecast the MJO: Emphasizing Large-Scale Patterns” — AGU Fall Meeting (San Francisco); “Convection Can Self-Aggregate in Warm Climates Without Radiative Feedbacks” — CalGFD (La Jolla).
2022
“Vertical Structures of MSE Variance in Convective Self-Aggregation” — 35th Conference on Hurricanes and Tropical Meteorology (New Orleans); “Boundary-Layer Depth Defined by MSE Variance” — 23rd AOFD Conference (Breckenridge).

A full list of presentations is in the CV.

Contact

The best way to reach me is by email. I'm happy to chat about research, collaboration, or open questions in the field.

Office
Johnson Hall 331, University of Washington
Seattle, WA 98195