reduced-order-modeling
Here are 18 public repositories matching this topic...
Neural network pruning to reduce the size of Neural Implicit Flow network.
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Nov 8, 2022 - Jupyter Notebook
Code for building a reduced-order model for the linear elasticity equation on a square in 2D for my specialization Project at NTNU.
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Dec 16, 2021 - Python
Parallel-in-time integration of Neural ODEs with reduced basis approximation
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Apr 23, 2024 - Python
Code TMA4900 Industrial Mathematics, Master’s Thesis
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Jun 6, 2022 - Python
Supplemental Material for "BUQEYE Guide to Projection-Based Emulators in Nuclear Physics"
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Jun 1, 2023 - Python
A Surrogate Modeling Framework for the Phase-Field Simulation.
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Jan 16, 2023 - Jupyter Notebook
Non-intrusive reduced-order modeling with geometry-informed snapshots. Current based registration is applied to compute the diffeomorphism between snapshots.
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Jan 18, 2024 - Python
Framework to learn effective dynamics and couple a macro scale simulator with a fast neural network latent propagator.
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Apr 19, 2023 - Python
Deep-learning model for optimised proper orthogonal decomposition of non-linear, hyperbolic, parametric PDEs based on a pre-processing method of the full-order solutions
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Feb 14, 2022 - C++
Reduced Order Models in a scikit-learn approach.
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May 15, 2024 - Jupyter Notebook
OpenFOAM examples for data-driven ML and ROM
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Jul 25, 2023 - C++
Non-intrusive reduced order models using proper orthogonal decomposition (POD) and radial basis function (RBF) interpolation for shallow water equations
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Apr 29, 2021 - Jupyter Notebook
Source code for POD-DL-ROM: enhancing deep learning-based reduced order models for nonlinear parametrized PDEs by proper orthogonal decomposition. Available on doi.org/10.1016/j.cma.2021.114181.
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Sep 7, 2023 - Python
One-dimensional unsteady compressible reacting flow simulation framework, designed for simple prototyping and testing of novel reduced-order model methods.
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Dec 17, 2023 - Python
AI4Science: Python/Matlab implementation of online and window dynamic mode decomposition (Online DMD and Window DMD)
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Oct 23, 2022 - Python
Dimension reduced surrogate construction for parametric PDE maps
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May 22, 2024 - Python
A library for dimensionality reduction on spatial-temporal PDE
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Apr 8, 2024 - Jupyter Notebook
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