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GitHub topics: model-order-reduction

mathLab/EZyRB

Easy Reduced Basis method

Language: Jupyter Notebook - Size: 37 MB - Last synced at: 6 days ago - Pushed at: 8 days ago - Stars: 86 - Forks: 67

pymor/pymor

pyMOR - Model Order Reduction with Python

Language: Python - Size: 41.1 MB - Last synced at: 3 days ago - Pushed at: 4 days ago - Stars: 325 - Forks: 116

Jonas-Nicodemus/PortHamiltonianModelReduction.jl

Model reduction for port-Hamiltonian and passive systems in Julia

Language: Julia - Size: 246 KB - Last synced at: 2 days ago - Pushed at: 11 days ago - Stars: 0 - Forks: 0

SciML/ModelOrderReduction.jl

High-level model-order reduction to automate the acceleration of large-scale simulations

Language: Julia - Size: 1.31 MB - Last synced at: 9 days ago - Pushed at: 26 days ago - Stars: 40 - Forks: 6

RBniCS/RBniCSx

RBniCSx - reduced order modelling in FEniCSx

Language: Python - Size: 712 KB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 11 - Forks: 4

SofaDefrost/ModelOrderReduction

SOFA Plugin to Reduce Model

Language: C++ - Size: 143 MB - Last synced at: 7 days ago - Pushed at: about 2 months ago - Stars: 31 - Forks: 25

fpichi/gca-rom

GCA-ROM is a library which implements graph convolutional autoencoder architecture as a nonlinear model order reduction strategy.

Language: Jupyter Notebook - Size: 526 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 35 - Forks: 10

mpimd-csc/morgen

morgen - Model Order Reduction for Gas and Energy Networks

Language: MATLAB - Size: 7.66 MB - Last synced at: 1 day ago - Pushed at: over 2 years ago - Stars: 17 - Forks: 2

mathLab/ATHENA

ATHENA: Advanced Techniques for High dimensional parameter spaces to Enhance Numerical Analysis

Language: Python - Size: 38.9 MB - Last synced at: 2 months ago - Pushed at: about 2 years ago - Stars: 52 - Forks: 27

ADACS-Australia/Rombus

For full documentation, see:

Language: Python - Size: 688 KB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 1 - Forks: 5

RBniCS/RBniCS

RBniCS - reduced order modelling in FEniCS (legacy)

Language: Python - Size: 13.3 MB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 102 - Forks: 49

UQatKIT/UQ4cgDNA

Uncertainty Quantification for the cgDNA framework

Language: Python - Size: 37.8 MB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 0 - Forks: 0

athos-innocenti/MORForNonlinearEllipticProblem

Solving a non-linear elliptic problem via POD, PINN and POD-nn approaches

Language: Jupyter Notebook - Size: 11 MB - Last synced at: 8 months ago - Pushed at: 8 months ago - Stars: 1 - Forks: 0

MOR-transport/OCsPOD_paper

Optimal control for a class of linear transport dominated systems via the shifted proper orthogonal decomposition

Language: Python - Size: 59.6 KB - Last synced at: 8 months ago - Pushed at: 8 months ago - Stars: 0 - Forks: 0

forgi86/lru-reduction

Python code of the paper Model order reduction of deep structured state-space models: A system-theoretic approach

Language: Python - Size: 3.86 MB - Last synced at: 6 months ago - Pushed at: 10 months ago - Stars: 13 - Forks: 1

Oisin-M/GFN

Graph Feedforward Networks: a resolution-invariant generalisation of feedforward networks for graphical data, applied to model order reduction

Language: Jupyter Notebook - Size: 701 MB - Last synced at: 3 months ago - Pushed at: 10 months ago - Stars: 8 - Forks: 0

shubhadityaburela/NsPOD

Performs automated transport separation of transport-dominated systems with neural networks

Language: Jupyter Notebook - Size: 9.58 MB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 0 - Forks: 0

gramian/hapod 📦

HAPOD - Hierarchical Approximate Proper Orthogonal Decomposition

Language: MATLAB - Size: 26.4 KB - Last synced at: 6 days ago - Pushed at: about 4 years ago - Stars: 15 - Forks: 5

kimy-de/cur

Dimensionality reduction using CUR decomposition

Language: Python - Size: 6.84 KB - Last synced at: 12 months ago - Pushed at: 12 months ago - Stars: 0 - Forks: 0

MORLab/sssMOR

sssMOR - Sparse State-Space and Model Order Reduction Toolbox

Language: MATLAB - Size: 57.4 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 36 - Forks: 9

erdc/pynirom

Python tools for non-intrusive reduced order modeling

Language: Python - Size: 10.2 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 14 - Forks: 7

erdc/node_nirom

Neural Ordinary Differential Equations for model order reduction of time-dependent PDEs

Language: Jupyter Notebook - Size: 8.34 MB - Last synced at: over 1 year ago - Pushed at: about 4 years ago - Stars: 7 - Forks: 2

mathLab/RBniCS Fork of RBniCS/RBniCS

RBniCS - reduced order modelling in FEniCS

Language: Python - Size: 13.2 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 5 - Forks: 2

rmojgani/PhysicsAwareAE

The unsupervised learning problem trains a diffeomorphic spatio-temporal grid, that registers the output sequence of the PDEs onto a non-uniform parameter/time-varying grid, such that the Kolmogorov n-width of the mapped data on the learned grid is minimized.

Language: Jupyter Notebook - Size: 56.1 MB - Last synced at: over 1 year ago - Pushed at: almost 3 years ago - Stars: 16 - Forks: 4

erdc/podrbf_nirom

Non-intrusive reduced order models using proper orthogonal decomposition (POD) and radial basis function (RBF) interpolation for shallow water equations

Language: Jupyter Notebook - Size: 3.75 MB - Last synced at: over 1 year ago - Pushed at: over 4 years ago - Stars: 14 - Forks: 5

steff-mueller/spectralFactorMORdescriptor

Passivity-preserving model reduction for descriptor systems via spectral factorization

Language: Julia - Size: 550 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

oaxelou/PROTON

PROTON - A Python Framework for Physics-Based Electromigration Assessment on Contemporary VLSI Power Grids

Language: Python - Size: 15.5 MB - Last synced at: over 1 year ago - Pushed at: almost 2 years ago - Stars: 9 - Forks: 2

gdalessi/OpenMORe

Python libraries (NumPy-based) to perform model order reduction, clustering and data analysis for combustion and aerothermochemistry data

Language: Python - Size: 15.9 MB - Last synced at: over 1 year ago - Pushed at: about 3 years ago - Stars: 14 - Forks: 1

erdc/aa_autoencoder_mca

Supporting code for "reduced order modeling using advection-aware autoencoders"

Language: Python - Size: 5.6 MB - Last synced at: over 1 year ago - Pushed at: about 3 years ago - Stars: 6 - Forks: 1

gramian/emgr 📦

emgr -- EMpirical GRamian Framework

Language: MATLAB - Size: 1.36 MB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 18 - Forks: 4

Atulsingh92/Model-Order-Reduction-project

Size: 425 KB - Last synced at: almost 2 years ago - Pushed at: over 6 years ago - Stars: 1 - Forks: 1

chrdz/2018-balancedTruncation

Implementation of balanced truncation method for semi-discretized heat equation, boundary control, Neumann observation. In 2018.

Language: MATLAB - Size: 1.57 MB - Last synced at: about 2 years ago - Pushed at: over 3 years ago - Stars: 0 - Forks: 0

gramian/morgen Fork of mpimd-csc/morgen

morgen - Model Order Reduction for Gas and Energy Networks

Language: MATLAB - Size: 7.66 MB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 2 - Forks: 0

vmasha/fvm-gmsfem

Implementation of the Generalized Multiscale Finite Element Method (GMsFEM) for solution problems in heterogeneous media with finite volume approximation on the fine grid

Language: C++ - Size: 654 KB - Last synced at: over 1 year ago - Pushed at: almost 6 years ago - Stars: 2 - Forks: 1

FMatti/Maxwell-MRI

Minimal rational interpolation (MRI) suite for time-harmonic problems in electromagnetism governed by Maxwell's equations.

Language: Jupyter Notebook - Size: 31.2 MB - Last synced at: about 2 years ago - Pushed at: about 3 years ago - Stars: 3 - Forks: 0

kimy-de/controlsystems

Example of control simulations

Language: Jupyter Notebook - Size: 584 KB - Last synced at: over 1 year ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0

buqeye/frontiers-emulator-review

Supplemental Material for "BUQEYE Guide to Projection-Based Emulators in Nuclear Physics"

Language: Python - Size: 5.31 MB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 2 - Forks: 1

MOR-transport/FrontTransportReduction

This repository implements a new model order reduction approach for moving fronts.

Language: MATLAB - Size: 314 KB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 1 - Forks: 0

kimy-de/icae

individual convolutional autoencoders (iCAEs) for low-dimensional parametrization

Language: Python - Size: 19.5 KB - Last synced at: over 2 years ago - Pushed at: almost 3 years ago - Stars: 0 - Forks: 0

denise91/DwarfElephant Fork of idaholab/stork

Implementation of the Reduced Basis Method

Language: C++ - Size: 164 MB - Last synced at: 4 months ago - Pushed at: over 2 years ago - Stars: 5 - Forks: 4

yvesantonio/HigaMod

Hierarchical Model Reduction

Language: MATLAB - Size: 778 MB - Last synced at: over 2 years ago - Pushed at: over 5 years ago - Stars: 4 - Forks: 5

gramian/morsel

Size: 1000 Bytes - Last synced at: 3 months ago - Pushed at: about 5 years ago - Stars: 0 - Forks: 0

biomimetics-iitm/fsrk-rom Fork of j-jith/fsrk-rom

Frequency domain reduced order model (ROM) for second-order systems with frequency dependent matrices

Language: Python - Size: 0 Bytes - Last synced at: almost 2 years ago - Pushed at: over 7 years ago - Stars: 0 - Forks: 0

j-jith/fsrk-rom

Frequency domain reduced order model (ROM) for second-order systems with frequency dependent matrices

Language: Python - Size: 7.81 KB - Last synced at: about 2 months ago - Pushed at: over 7 years ago - Stars: 0 - Forks: 2

Related Keywords
model-order-reduction 44 model-reduction 10 reduced-order-models 8 reduced-basis 8 machine-learning 6 proper-orthogonal-decomposition 6 data-driven 5 python 4 matlab 4 dimensionality-reduction 4 partial-differential-equations 4 deep-learning 3 control-systems 3 radial-basis-function 3 finite-elements 3 fenics 3 dimension-reduction 3 octave 3 gas-network 2 gas-network-simulation 2 gas-flow 2 gas-dynamics 2 euler-equations 2 digital-twin 2 pytorch 2 gas-transport 2 gasmor 2 parameter-space-reduction 2 system-identification 2 pca 2 svd 2 unsupervised-learning 2 dynamical-systems 2 matlab-toolbox 2 dynamic-mode-decomposition 2 reduced-order-modeling 2 clustering 2 parametric-pdes 2 neural-networks 2 graph-neural-networks 2 scientific-machine-learning 2 julia 2 hpc 2 pod-nn 2 parametric 2 autoencoder 2 nonlinear-dynamics 2 state-space 2 plasma 1 deep-autoencoder-network 1 physics-informed-ml 1 control-engineering 1 controllability 1 cross-gramian 1 dmd 1 empirical-gramians 1 identifiability 1 minimality 1 observability 1 reduction 1 system-gramians 1 ansys 1 openmore 1 numpy 1 data-analysis 1 combustion 1 aerothermochemistry 1 tool 1 stress-diffusion 1 reliability 1 pyqt5 1 electromigration 1 eda 1 discrete-cosine-transform 1 cli 1 differential-algebraic-equations 1 descriptor-systems 1 numerical-simulations 1 numerical-modelling 1 numerical-methods 1 numerical-analysis 1 numerical-algorithms 1 matlab-script 1 matlab-functions 1 matlab-codes 1 matlab-application 1 fluid-dynamics 1 computational-fluid-dynamics 1 computational-biology 1 moose-framework 1 geothermics 1 fem 1 darcy-flow 1 pde 1 navier-stokes-equations 1 cnn 1 scattering-physics 1 nuclear-physics 1 emulators 1 eigenvector-continuation 1