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Elizabeth Qian

Efficient Surrogate Modeling Model Reduction Scientific Machine Learning Multifidelity Methods Uncertainty Quantification
Georgia Institute of Technology College of Computing

About

Elizabeth Qian holds a joint appointment at Georgia Tech as Assistant Professor in the Schools of Aerospace Engineering and Computational Science and Engineering. Her interdisciplinary research develops new computational methods to enable engineering design and decision-making for complex systems. Her specialties are in developing efficient surrogate models through model reduction and scientific machine learning, and in developing multifidelity approaches to accelerate expensive computations in uncertainty quantification, optimization, and control. Elizabeth previously held a postdoctoral appointment as von Karman Instructor at Caltech in the Department of Computing + Mathematical Sciences. She has been the recipient of many awards, including a Caltech-wide award for teaching bestowed by the undergraduate student body, the 2020 SIAM Student Paper Prize, the Fannie and John Hertz Foundation Fellowship, and the NSF Graduate Research Fellowship. She is also an alumna of the U.S. Fulbright student program. She earned her PhD, SM, and SB degrees from the MIT Department of Aeronautics & Astronautics. Affiliations School of Computational Science

Research Performance Summary

23
Total Papers
1048
Total Citations
10
H-Index
2010-2026
Active Research Span

First Recorded Paper

Autonomous battery swapping system for small-scale helicopters

Year: 2010

Citations: 150

Venue: 2010 IEEE international conference on robotics and automation

Latest Recorded Paper

Physics-Informed Machine Learning for Characterizing System Stability

Year: 2026

Citations: 0

Venue: AIAA SCITECH 2026 Forum

Last 10 Years Publication Activity

This timeline shows the professor's yearly publication activity.

2026
2
2025
4
2024
3
2022
4
2021
1
2020
1
2019
1
2018
1
2017
2
2016
1
2013
1

Publication Venues and Collaboration

Journal, Conference, and Book Publication Breakdown

Conference 1
Journal 5
Book 0

Top Coauthors

Qian Willcox Kramer

Research Impact by Period

2025-2026

Period Stats
Papers 6
Citations 6
Avg. Citations / Paper 1
H-Index 1

2020-2024

Period Stats
Papers 9
Citations 617
Avg. Citations / Paper 68.6
H-Index 7

2015-2019

Period Stats
Papers 5
Citations 241
Avg. Citations / Paper 48.2
H-Index 3

2010-2014

Period Stats
Papers 3
Citations 184
Avg. Citations / Paper 61.3
H-Index 3

Contact and Professional Links

Contact Information

eqian@gatech.edu

Detected Research Keywords

Reduced Basis Approach Basis Approach Pde Approach Pde Constrained Physics Informed Machine Informed Machine Learning Pde Constrained Optimization Reduced Operator Inference Nonlinear Partial Differential Partial Differential Equations Scientific Machine Learning