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Elizabeth Qian
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Lift & learn: Physics-informed machine learning for large-scale nonlinear dynamical systems
E Qian, B Kramer, B Peherstorfer, K Willcox
Physica D: Nonlinear Phenomena 406, 132401, 2020
3162020
Autonomous battery swapping system for small-scale helicopters
KA Swieringa, CB Hanson, JR Richardson, JD White, Z Hasan, E Qian, ...
2010 IEEE international conference on robotics and automation, 3335-3340, 2010
1442010
Multifidelity Monte Carlo estimation of variance and sensitivity indices
E Qian, B Peherstorfer, D O'Malley, V Vesselinov, K Willcox
SIAM/ASA Journal on Uncertainty Quantification 6 (2), 683–706, 2018
962018
The cost-accuracy trade-off in operator learning with neural networks
MV de Hoop, DZ Huang, E Qian, AM Stuart
arXiv preprint arXiv:2203.13181, 2022
902022
A certified trust region reduced basis approach to PDE-constrained optimization
E Qian, M Grepl, K Veroy, K Willcox
SIAM J. Sci. Comput. 39 (5), S434–S460, 2017
802017
Reduced operator inference for nonlinear partial differential equations
E Qian, IG Farcas, K Willcox
SIAM Journal on Scientific Computing 44 (4), A1934-A1959, 2022
472022
Transform & Learn: A data-driven approach to nonlinear model reduction
E Qian, B Kramer, AN Marques, KE Willcox
AIAA Aviation 2019 Forum, 2019
342019
Towards scalable parallel-in-time turbulent flow simulations
Q Wang, SA Gomez, PJ Blonigan, AL Gregory, EY Qian
Physics of Fluids 25 (11), 2013
292013
Multifidelity uncertainty quantification and model validation of large-scale multidisciplinary systems
G Cataldo, E Qian, J Auclair
Journal of Astronomical Telescopes, Instruments, and Systems 8 (3), 038001 …, 2022
102022
A scientific machine learning approach to learning reduced models for nonlinear partial differential equations
EY Qian
Massachusetts Institute of Technology, 2021
92021
Model reduction of linear dynamical systems via balancing for Bayesian inference
E Qian, JM Tabeart, C Beattie, S Gugercin, J Jiang, PR Kramer, ...
Journal of Scientific Computing 91 (1), 29, 2022
52022
Energy-preserving reduced operator inference for efficient design and control
T Koike, E Qian
AIAA SCITECH 2024 Forum, 1012, 2024
42024
TERSat: trapped energetic radiation satellite
EB Clements, B Alvisio, A Babuscia, ZJ Casas, BG Coffee, SA Giblin, ...
42012
Multifidelity linear regression for scientific machine learning from scarce data
E Qian, D Kang, V Sella, A Chaudhuri
Foundations of Data Science 7 (1), 271-297, 2025
22025
The Fundamental Subspaces of Ensemble Kalman Inversion
E Qian, C Beattie
arXiv preprint arXiv:2409.08862, 2024
12024
Inference‐Oriented Balanced Truncation for Quadratic Dynamical Systems: Formulation for Bayesian Smoothing and Model Stability Analysis
MA Freitag, J König, E Qian
PAMM 24 (4), e202400051, 2024
2024
A certified reduced basis approach to PDE-constrained optimization
EY Qian
Massachusetts Institute of Technology, 2017
2017
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Artigos 1–17