IMPACT Team

The IMPACT Group (Intelligent Modeling of Planetary Accretion, Convection, and Tectonics) in the Department of Geology & Geophysics at Texas A&M is part of the Research in Artificial Intelligence for Science and Engineering (RAISE) Initiative. We leverage AI/ML to build next-generation Earth and planetary simulations, tackling some of the biggest puzzles in Earth and other worlds. Our team values multidisciplinary collaboration, diversity, and a strong research spirit. If you’re interested in a PhD, postdoc, or undergraduate project, contact the PI at qyuan@tamu.edu

About the IMPACT Group

We are dedicated to advancing next-generation Earth and planetary simulations through AI/ML innovation.

Dr. Qian Yuan

Dr. Qian Yuan

Principal Investigator

Geology & Geophysics, RAISE Initiative

Dr. Yuan is a computational geodynamicist exploring how planetary interiors shape habitability.

Computational geodynamicsPlanetary ScienceAI/ML
Email·CV
Dr. Jie Zhang

Dr. Jie Zhang

Postdoctoral Researcher

Department of Geology & Geophysics

Jie received his Ph.D. from the Southern University of Science and Technology. His previous research used global 3-D mantle convection models with data assimilation to investigate LLVPs and the Hawaiian mantle plume. He is now exploring the deep-mantle origin of the largest large igneous provinces and their potential link to the End-Permian mass extinction.

GeodynamicsData assimilationAI/ML
Email·CV
Yuxing Pan

Yuxing Pan

PhD Student

Graduate Program in Geophysics

Yuxing received his master’s degree from the Southern University of Science and Technology, where he worked on computational seismology and machine learning. He is now developing an deep-learning framework to automatically identify thermal and thermochemical plumes in mantle convection simulations.

AI/MLComputational Modeling
Email·CV
Zehua Song

Zehua Song

PhD student (Spring 2027)

Department of Geology & Geophysics

Zehua received his master’s degree from China University of Petroleum and is a recipient of Texas A&M’s DREA Fellowship. He will work on developing new computational approaches to accelerate mantle convection simulations.

Computational ModelingMantle DynamicsNumerical method
Email
Dr. Mingqi Liu

Dr. Mingqi Liu

Postdoc alumni

Department of Geology & Geophysics

Mingqi was a postdoctoral researcher working with me and Dr. Benchun Duan and is now a postdoctoral fellow at École Normale Supérieure (ENS), Paris. His previous research couples mantle flow with earthquake-cycle modeling to investigate the thermal structure of subduction zones and the origin of the largest marsquake.

GeodynamicsEarthquake simulationGeophysics
Email
Surya Donath

Surya Donath

IMPACT-lab alumni

Now at Stanford!

Surya, a high school senior, has worked with me for the past two years on recycling of oceanic crust and its mixing with the 'Theia' mantle blobs.

Computational ModelingMantle DynamicsSubduction
Email
Daniel Sun

Daniel Sun

Undergraduate

Undergraduate Program in Geophysics

Daniel is a geology junior passionate about leveraging the Fourier Neural Operator to accelerate and enhance mantle convection simulations.

AI/MLComputational Modeling
Email
PhD Student (Position Available)

PhD Student (Position Available)

PhD Student

Graduate Program in Geophysics

Open position — apply now! Reach out to the PI.

AI/MLSeismologyVisualization
Email
PhD Student (Position Available)

PhD Student (Position Available)

PhD Student

Graduate Program in Geophysics

Open position — apply now! Reach out to the PI.

AI/MLComputational Modeling
Email

Research Groups

Our interdisciplinary approach brings together expertise from multiple fields

🌍

Geophysics

Investigating Earth's deep structure and dynamics

3 Members
🪨

Earthquake modelling

Simulating fault slip, ground shaking, and seismic cycles.

2 Members
🧠💻

AI+Geodynamics

AI-powered models advancing mantle convection studies

4 Members
🔥

Tectonic magmatism

Decoding magmatic processes and tectonic forces

2 Members

Collaborations

We work with diverse institutions and researchers worldwide

Caltech

Division of Geological and Planetary Sciences

Computational geodynamics, thermodynamics and planetary science

Princeton University

Department of Geosciences

Computational Mineral Physics, magma ocean

MIT

Department of Earth, Atmospheric & Planetary Sciences

Planetary science

Jet Propulsion Laboratory

VERITAS Team

Venus, Planetary Interiors and Geophysics

Arizona State University

School of Earth and Space Exploration

Global seismology, Earth's interior, planet formation

Imperial College London

Department of Earth Science and Engineering

Giant Impact, SPH

Join Our Team

We're always looking for passionate researchers to join our interdisciplinary team.