Elizabeth Qian

Lift & Learn: Physics-informed machine learning for large-scale nonlinear dynamical systems

Elizabeth Qian, Boris Krämer, Benjamin Peherstorfer et al. · Physica D Nonlinear Phenomena · 2020 · 250 citations · Full text

Physics-informed Machine, Engineering, Machine Learning +7

Autonomous battery swapping system for small-scale helicopters

Kurt A. Swieringa, Clarence B. Hanson, Johnhenri R. Richardson et al. · 2010 · 104 citations

Engineering, Field Robotics, Resource Management +16

A Certified Trust Region Reduced Basis Approach to PDE-Constrained Optimization

Elizabeth Qian, Martin Grepl, Karen Veroy et al. · SIAM Journal on Scientific Computing · 2017 · 54 citations

Mathematical Programming, Numerical Analysis, Large-scale Global Optimization +16

The Cost-Accuracy Trade-Off in Operator Learning with Neural Networks

Maarten V. de Hoop, Daniel Zhengyu Huang, Elizabeth Qian et al. · Journal of Machine Learning · 2022 · 44 citations · Full text

Model Optimization, Engineering, Machine Learning +4

Reduced Operator Inference for Nonlinear Partial Differential Equations

Elizabeth Qian, Ionuț-Gabriel Farcaș, Karen Willcox · SIAM Journal on Scientific Computing · 2022 · 39 citations

Model Optimization, Reduced Order Modeling, Engineering +13