reduced-order-models

There are 44 repositories under reduced-order-models topic.

  • LLNL/libROM

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

    Language:C++208236036

  • ITHACA-FV/ITHACA-FV

    Reduced order modelling techniques for OpenFOAM

    Language:C++170218498

  • equinor/flownet

    FlowNet - Data-Driven Reservoir Predictions

    Language:Python66523229

  • ORNL/TASMANIAN

    The Toolkit for Adaptive Stochastic Modeling and Non-Intrusive ApproximatioN

    Language:C++6565524

  • kylebeggs/POD-RBF

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

    Language:Python563311

  • Pressio/pressio

    core C++ library

    Language:C++45164697

  • haller-group/SSMLearn

    Data-driven reduced order modeling for nonlinear dynamical systems

    Language:MATLAB421126

  • BradyPlanden/LiiBRA.jl

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

    Language:Julia322266

  • haozhg/oml

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

    Language:Python29115

  • 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:Python202110

  • mathLab/ITHACA-SEM

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

    Language:C++17907

  • 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 Notebook17615

  • redmod-team/profit

    Probabilistic Response mOdel Fitting with Interactive Tools

    Language:Python14411110

  • 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:Python14305

  • arturs-berzins/sniROM

    Standardized Non-Intrusive Reduced Order Modeling

    Language:Python12116

  • haller-group/DataDrivenLinearization

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

    Language:Python10101

  • haozhg/odmd-matlab

    Matlab implementation of online and window dynamic mode decomposition algorithms

    Language:MATLAB10101

  • RBniCS/RBniCSx

    RBniCSx - reduced order modelling in FEniCSx

    Language:Python10294
  • ROSE-pyforce

    ERMETE-Lab/ROSE-pyforce

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

    Language:Jupyter Notebook9165

  • Hendrik240298/Incremental_POD

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

    Language:Jupyter Notebook9202

  • JanRotti/podGalerkin

    Language:Jupyter Notebook9226

  • 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 Notebook8201

  • act-elegancy/consumet

    Open-source constructor of surrogates and metamodels

    Language:Python7200

  • asrvsn/gds

    Graph dynamical systems library

    Language:Python61130

  • JuliaPlasma/VlasovMethods.jl

    Numerical Methods for Vlasov-Poisson and Vlasov-Maxwell Systems

    Language:Julia6110

  • stmeinecke/derrom

    Delay Embedded Regressive Reduced Order Model

    Language:Jupyter Notebook6300

  • azzeddinetiba/ROM_AM

    Non-intrusive Reduced Order Modeling package

    Language:Python31300

  • buqeye/frontiers-emulator-review

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

    Language:Python3402

  • 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 Notebook2100

  • AntonSchreiber/ROM-buffet-forecasting

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

    Language:Jupyter Notebook2200

  • jungangc/CCS_E2CO-RL

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

    Language:Jupyter Notebook2100

  • snatesh/Parameterized_ROM_Interp

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

    Language:MATLAB2202

  • ADACS-Australia/Rombus

    For full documentation, see:

    Language:Python1415

  • 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 Notebook1300

  • deeprpatel700/Regression_Analysis_-_Factors_affecting_Life_Expectancy

    Statistical Multivariate Regression Analysis to determine the effects of mortality, economic and social factors on life expectancy.

    Language:R1100

  • emvalbuena/romtime

    Unsteady Finite Element Reduced Order Model for Time Moving Domains

    Language:Python12311