SciML & UQ Group
People
Principal investigator
Peng Chen
Assistant Professor, School of Computational Science and Engineering, Georgia Tech
Peng Chen is an Assistant Professor in the School of Computational Science and Engineering (CSE) at Georgia Tech. He is also a faculty member of Georgia Tech's Machine Learning Center (ML@GT), Institute for Data Engineering and Science (IDEaS), and Brook Byers Institute for Sustainable Systems (BBISS). Before joining Georgia Tech in 2022, he was a Research Scientist at The University of Texas at Austin and a Postdoctoral Researcher and Lecturer at ETH Zurich. He earned his PhD in Mathematics from EPFL.
His research spans computational mathematics and scientific machine learning, with an emphasis on fast and scalable methods for integrating data with physical models under high-dimensional uncertainty. He develops algorithms for Bayesian inference and data assimilation, optimal experimental design, and PDE-constrained stochastic optimization, with applications in materials, energy, health, and natural hazards. He serves on the editorial board of Numerical Methods for Partial Differential Equations.
CODA E0553B, 756 West Peachtree Street NW, Atlanta, GA 30308
Current members
Students
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Yuan Qiu
PhD student
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Phillip Si
PhD student
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Sebastian Gutierrez Hernandez
PhD student
Co-advised with Prof. Haomin Zhou
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Yanjie Tong
PhD student
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Wenbo Hao
PhD student
Co-advised with Prof. Wei Zhu
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Haoran Yan
PhD student
Co-advised with Prof. Wenjing Liao
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Harshavardhan Harish
PhD student
Co-advised with Prof. Qi Tang
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Kaichen Shen
PhD student
Co-advised with Prof. Wei Zhu
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Yonglin Liu
Visiting PhD student
From the Department of Mathematics, Hong Kong University of Science and Technology
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Xingjian Ren
Undergraduate student
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Yolanda Li
MS student
16 so far
Alumni
- Dingcheng LuoPhD at UT Austin, Fall 2018 – Fall 2024, co-advised with Prof. Omar Ghattas · ThesisNow Lecturer at Queensland University of Technology
- Jinwoo GoPhD at Georgia Tech, Fall 2022 – Fall 2024 · ThesisNow Postdoc at Brookhaven National Laboratory
- Benjamin BurnsPhD student, Fall 2024 – Spring 2026Now PhD student at Georgia Tech with Prof. Sara Fridovich-Keil
- Kaichen ShenMS, Fall 2025 – Spring 2026Now PhD student in the group
- Tanmay GuptaUndergraduate, Fall 2025Now studying physics and computer science at Georgia Tech
- Nolan BridgesUndergraduate, Spring 2023 – Fall 2024Now Founding Engineer at echo LLM
- Pengpeng XiaoUndergraduate, Summer 2024, exchange from Fudan UniversityNow PhD student at Yale University
- Irene Simó MuñozMS, Spring 2024, exchange from Universitat Politècnica de CatalunyaNow PhD student at Cornell University
- Leyao HuangMS, Spring 2024Now at AssuranceAmerica
- Yulong LiangMS, Fall 2022 – Fall 2023Now at Amazon
- Shikhar JaiswalMS, Fall 2022 – Fall 2023
- Simran GadeMS, Summer 2023Now at Amazon
- Nathan GongUndergraduate, Spring 2023 – Spring 2024Now at Fleetline
- Brian ZhangUndergraduate, Fall 2022 – Spring 2023
- James ReinekeUndergraduate, Spring 2023Now at Crimson Education
- Stefan TalpaUndergraduate, Spring 2023Now at Quadcode