Willcox Research Group

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4 repositories

rom-operator-inference-Python3
Public
Operator Inference for data-driven, non-intrusive model reduction of dynamical systems.
python ode dynamical-systems pde model-reduction python-package scientific-machine-learning
Python
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MIT License
•30•67•8•1•Updated Nov 15, 2024Nov 15, 2024
affine-parametric-opinf
Public
Source code for the paper "Non-intrusive reduced-order models for parametric partial differential equations via data-driven operator inference" by McQuarrie, Khodabakhshi, and Willcox
model-reduction scientific-machine-learning operator-inference data-driven-reduced-model parametric-model-reduction
Python
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MIT License
•1•4•0•0•Updated Dec 5, 2022Dec 5, 2022
ROM-OpInf-Combustion-2D
Public
Source code for the paper "Data-driven reduced-order models via regularised Operator Inference for a single-injector combustion process" by S. A. McQuarrie, C. Huang, and K. E. Willcox.
combustion model-reduction data-driven-model scientific-machine-learning operator-inference
Python
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MIT License
•18•28•0•0•Updated Jul 1, 2022Jul 1, 2022
rom-operator-inference-MATLAB
Public
(MIRROR) Operator Inference for data-driven, non-intrusive model reduction of dynamical systems.
matlab model-reduction operator-inference
MATLAB
•10•2•0•0•Updated Jan 28, 2022Jan 28, 2022