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GitHub topics: reduced-order-models

redmod-team/profit

Probabilistic Response mOdel Fitting with Interactive Tools

Language: Python - Size: 3.71 MB - Last synced at: 11 days ago - Pushed at: 3 months ago - Stars: 15 - Forks: 10

haller-group/SSMLearn

Data-driven reduced order modeling for nonlinear dynamical systems

Language: MATLAB - Size: 648 MB - Last synced at: 14 days ago - Pushed at: 14 days ago - Stars: 66 - Forks: 29

ITHACA-FV/ITHACA-FV

Reduced order modelling techniques for OpenFOAM

Language: C++ - Size: 94.4 MB - Last synced at: 14 days ago - Pushed at: 14 days ago - Stars: 187 - Forks: 104

Pressio/pressio-rom

core C++ library

Language: C++ - Size: 67.7 MB - Last synced at: 12 days ago - Pushed at: 15 days ago - Stars: 46 - Forks: 7

aliahmadomran/model-order-reduction-differentiation-method

model-order-reduction-differentiation-method

Language: MATLAB - Size: 537 KB - Last synced at: 22 days ago - Pushed at: 22 days ago - Stars: 1 - Forks: 0

ORNL/TASMANIAN

The Toolkit for Adaptive Stochastic Modeling and Non-Intrusive ApproximatioN

Language: C++ - Size: 31.1 MB - Last synced at: 18 days ago - Pushed at: 6 months ago - Stars: 66 - Forks: 23

equinor/flownet

FlowNet - Data-Driven Reservoir Predictions

Language: Python - Size: 145 MB - Last synced at: 17 days ago - Pushed at: over 2 years ago - Stars: 70 - Forks: 29

kylebeggs/POD-RBF

Proper Orthogonal Decomposition - Radial Basis Function (POD-RBF) Network

Language: Python - Size: 2.98 MB - Last synced at: 6 days ago - Pushed at: over 1 year ago - Stars: 65 - Forks: 12

RBniCS/RBniCSx

RBniCSx - reduced order modelling in FEniCSx

Language: Python - Size: 677 KB - Last synced at: 19 days ago - Pushed at: 19 days ago - Stars: 10 - Forks: 4

ADACS-Australia/Rombus

For full documentation, see:

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

robotsorcerer/levelsetpy

A GPU-accelerated toolbox for hyperbolic PDEs in a weaker (viscosity) sense. It leverages the integral to the solution of the conservation of momentum problem (being equivalent to the derivative of Hamilton-Jacobi equations) in one spatial dimension. We resolve such hyperbolic differential equations using wave-front propagating schemes on a spatial-by-spatial dimension in resolving the classical value in dynamic programming (respectively optimal control and differential games) problems.

Language: Jupyter Notebook - Size: 19.7 MB - Last synced at: 14 days ago - Pushed at: 15 days ago - Stars: 10 - Forks: 3

LLNL/libROM

Data-driven model reduction library with an emphasis on large scale parallelism and linear subspace methods

Language: C++ - Size: 54.4 MB - Last synced at: 11 days ago - Pushed at: about 1 month ago - Stars: 216 - Forks: 38

jungangc/CCS_E2CO-RL

Optimization of Pressure Management Strategies for Geological CO2 Sequestration Using Surrogate Model-based Reinforcement Learning

Language: Jupyter Notebook - Size: 11.2 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 3 - Forks: 1

Smantii/sr_rom

Symbolic Regression for Reduced Order Modeling

Language: Python - Size: 315 KB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 0 - Forks: 0

JuliaPlasma/VlasovMethods.jl

Numerical Methods for Vlasov-Poisson and Vlasov-Maxwell Systems

Language: Julia - Size: 507 KB - Last synced at: 15 days ago - Pushed at: 15 days ago - Stars: 8 - 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: 3 months ago - Pushed at: 3 months ago - Stars: 1 - Forks: 0

ERMETE-Lab/ROSE-pyforce

Python Framework for data-driven model Order Reduction of multi-physiCs problEms

Language: Jupyter Notebook - Size: 96.2 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 11 - Forks: 5

azzeddinetiba/ROM_AM

Non-intrusive Reduced Order Modeling package

Language: Python - Size: 2.05 GB - Last synced at: 26 days ago - Pushed at: 26 days ago - Stars: 3 - Forks: 0

haozhg/oml

AI4Science: Efficient data-driven Online Model Learning (OML) / system identification and control

Language: Python - Size: 1.22 MB - Last synced at: 20 days ago - Pushed at: over 2 years ago - Stars: 30 - Forks: 5

BradyPlanden/LiiBRA.jl

Create reduced-order state-space models for lithium-ion batteries utilising realisation algorithms.

Language: Julia - Size: 254 MB - Last synced at: 3 days ago - Pushed at: 8 months ago - Stars: 32 - Forks: 6

turnerjennings/ROMtools

Functions for reduced order rigid body modelling of dynamical systems

Language: Python - Size: 695 KB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 0 - Forks: 0

kimy-de/cur

Dimensionality reduction using CUR decomposition

Language: Python - Size: 6.84 KB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 0 - Forks: 0

haller-group/DataDrivenLinearization

Constructing linearizing transformations for reduced-order modeling of nonlinear dynamical systems

Language: Python - Size: 17.6 MB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 0 - Forks: 0

stmeinecke/derrom

Delay Embedded Regressive Reduced Order Model

Language: Jupyter Notebook - Size: 57.1 MB - Last synced at: about 1 month ago - Pushed at: about 1 year ago - Stars: 6 - Forks: 0

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: about 1 year ago - Pushed at: over 2 years ago - Stars: 16 - Forks: 4

AntonSchreiber/ROM-buffet-forecasting

Repository for my thesis on "A Comparison of Reduced-Order Models for Wing Buffet Predictions"

Language: Jupyter Notebook - Size: 18.7 MB - Last synced at: 11 months ago - Pushed at: over 1 year ago - Stars: 2 - Forks: 0

mathLab/ITHACA-SEM

ITHACA-SEM - In real Time Highly Advanced Computational Applications for Spectral Element Methods

Language: C++ - Size: 377 MB - Last synced at: 11 months ago - Pushed at: almost 3 years ago - Stars: 16 - Forks: 6

Hendrik240298/Incremental_POD

A straightforward prototype implementation of the incremental POD to demonstrate its use in reduced order modeling.

Language: Jupyter Notebook - Size: 3.42 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 5 - Forks: 1

guptag0808/kryzen-assignenment

It is a pdf generating application. It takes data from users and generates a pdf.

Language: JavaScript - Size: 386 KB - Last synced at: 20 days ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

act-elegancy/consumet

Open-source constructor of surrogates and metamodels

Language: Python - Size: 1000 KB - Last synced at: about 5 hours ago - Pushed at: over 3 years ago - Stars: 7 - Forks: 0

snatesh/Parameterized_ROM_Interp

Local reduced order basis interpolation applied to the parabolic diffusion equation with a random coefficient field

Language: MATLAB - Size: 94 MB - Last synced at: over 1 year ago - Pushed at: over 5 years ago - Stars: 1 - Forks: 1

stefaniafresca/DL-ROM

Source code for deep learning-based reduced order models in cardiac electrophysiology. Available on doi.org/10.1371/journal.pone.0239416.

Language: Python - Size: 10.7 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 11 - Forks: 5

stefaniafresca/DL-ROM-Meth

Source code for deep learning-based reduced order models for nonlinear time-dependent parametrized PDEs. Available on doi.org/10.1007/s10915-021-01462-7.

Language: Python - Size: 12.7 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 14 - Forks: 7

buqeye/scattering-emulators

A repository used to compare the KVP and NVP emulators for two-body scattering in momentum space. This code was used to generate results for the paper ''Wave-function-based emulation for nucleon-nucleon scattering in momentum space'' by Garcia, Drischler, Furnstahl, Melendez, and Zhang.

Language: Jupyter Notebook - Size: 10.7 MB - Last synced at: over 1 year ago - Pushed at: almost 2 years ago - Stars: 1 - Forks: 0

kimy-de/controlsystems

Example of control simulations

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

AJG91/scattering-emulators

A repository used to compare the KVP and NVP emulators for two-body scattering in momentum space. This code was used to generate results for the paper ''Wave-function-based emulation for nucleon-nucleon scattering in momentum space'' by Garcia, Drischler, Furnstahl, Melendez, and Zhang.

Language: Jupyter Notebook - Size: 13.5 MB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 2 - Forks: 0

AJG91/square-well-emulators

A repository used to apply emulators to the square well interaction in coordinate space. The scattering portion of this code was used to run tests and generate preliminary results for the paper ''Efficient emulators for scattering using eigenvector continuation'' by Furnstahl, Garcia, Millican, and Zhang.

Language: Jupyter Notebook - Size: 2.18 MB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 0 - Forks: 0

asrvsn/gds

Graph dynamical systems library

Language: Python - Size: 628 MB - Last synced at: about 1 year ago - Pushed at: over 3 years ago - Stars: 4 - 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: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 2 - Forks: 1

arturs-berzins/sniROM

Standardized Non-Intrusive Reduced Order Modeling

Language: Python - Size: 42.6 MB - Last synced at: almost 2 years ago - Pushed at: over 2 years ago - Stars: 8 - Forks: 5

kimy-de/icae

individual convolutional autoencoders (iCAEs) for low-dimensional parametrization

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

JanRotti/podGalerkin

Language: Jupyter Notebook - Size: 163 MB - Last synced at: about 2 years ago - Pushed at: over 3 years ago - Stars: 5 - Forks: 4

emvalbuena/romtime

Unsteady Finite Element Reduced Order Model for Time Moving Domains

Language: Python - Size: 406 KB - Last synced at: 4 months ago - Pushed at: over 3 years ago - Stars: 1 - Forks: 1

emvalbuena/msc-thesis

TU Delft M. Sc. Aerospace / Applied Mathematics Thesis

Language: Python - Size: 670 MB - Last synced at: 5 months ago - Pushed at: over 3 years ago - Stars: 0 - Forks: 0

haozhg/odmd-matlab

Matlab implementation of online and window dynamic mode decomposition algorithms

Language: MATLAB - Size: 11.7 KB - Last synced at: about 2 years ago - Pushed at: about 4 years ago - Stars: 4 - Forks: 0

Related Keywords
reduced-order-models 45 reduced-basis 9 model-order-reduction 8 proper-orthogonal-decomposition 7 machine-learning 5 data-driven-model 5 dynamical-systems 5 nonlinear-dynamics 5 emulators 4 nuclear-physics 4 eigenvector-continuation 4 rom 4 model-reduction 4 inverse-problems 3 scattering-physics 3 deep-learning 3 finite-element-methods 3 dimensionality-reduction 3 control 2 dynamic-mode-decomposition 2 surrogate-models 2 optimal-control 2 regression 2 parametrized-pdes 2 data-driven 2 mdeim 2 model-learning 2 online-learning 2 online-optimization 2 python 2 reduced-order-surrogate-model 2 fem 2 uncertainty-quantification 2 system-identification 2 uq 2 discrete-empirical-interpolation 2 deim 2 autoregressive 1 svd 1 rnn 1 rank 1 fully-connected-network 1 singular-value-decomposition 1 time-series-forecasting 1 variational-autoencoder 1 spectral-elements 1 bcrypt 1 manifold-learning 1 lstm 1 dimensionality 1 auto-encoder 1 aaai2021 1 aaai 1 nonlinear-system 1 autoregression 1 cur-decomposition 1 rigid-body-dynamics 1 engineering 1 lithium-ion 1 julia 1 express 1 differential-geometry 1 network-dynamics 1 partial-differential-equations 1 parametric 1 reduced-order-modeling 1 lid-driven-cavity 1 autoencoder 1 clustering 1 cnn 1 navier-stokes-equations 1 pde 1 pod-galerkin 1 su2 1 rb 1 delft-university-of-technology 1 thesis 1 jwt-authentication 1 mongodb-atlas 1 nodejs 1 pdf-kit 1 react 1 adaptive-sampling 1 design-of-experiments 1 meta-model 1 optimization 1 sintef 1 surrogates 1 grassman-manifold 1 cardiac-electrophysiology 1 non-linear-time-dependent-pdes 1 feedback-control-systems 1 scattering 1 active-learning 1 snl-data-analysis 1 snl-science 1 trilinos 1 differentiationmethod 1 modelreduction 1 high-order-approximation-models 1