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
