reduced-order-models

There are 5 repositories under reduced-order-models topic.

LLNL / libROM
Model reduction library with an emphasis on large scale parallelism and linear subspace methods
scientific simulation modeling model-reduction large-scale parallel-computing reduced-order-models subspace-learning math-physics
Language:C++ 197
ITHACA-FV / ITHACA-FV
Reduced order modelling techniques for OpenFOAM
openfoam proper-orthogonal-decomposition finite-volume reduced-order-models reduced-basis ithaca-fv eigen rom hacktoberfest
Language:C++ 160
equinor / flownet
FlowNet - Data-Driven Reservoir Predictions
data-driven reservoir-simulation reduced-order-models data-assimilation petroleum-engineering
Language:Python 63
ORNL / TASMANIAN
The Toolkit for Adaptive Stochastic Modeling and Non-Intrusive ApproximatioN
high-order-approximation-models inverse-problems reduced-order-models uncertainty-quantification
Language:C++ 62
kylebeggs / POD-RBF
Proper Orthogonal Decomposition - Radial Basis Function (POD-RBF) Network
reduced-order-models proper-orthogonal-decomposition radial-basis-function
Language:Python 45
Pressio / pressio
core C++ library
generic-programming trilinos kokkos petrov-galerkin reduced-order-models surrogate-models uq dynamical-systems nonlinear-dynamics snl-applications snl-data-analysis snl-science cpp-concepts machine-learning linear-algebra c-plus-plus high-performance-computing
Language:C++ 43
haller-group / SSMLearn
Data-driven reduced order modeling for nonlinear dynamical systems
dynamical-systems nonlinear-dynamics data-driven-model reduced-order-models
Language:MATLAB 32
BradyPlanden / LiiBRA.jl
Create reduced-order state-space models for lithium-ion batteries utilising realisation algorithms.
battery battery-models bms control-systems control lithium-ion reduced-order-models julia
Language:Julia 30
haozhg / oml
AI4Science: Efficient data-driven Online Model Learning (OML) / system identification and control
machine-learning data-driven-model dynamical-systems inverse-problems system-identification model-reduction control-theory online-learning online-optimization model-learning reduced-order-models applied-mathematics python ai ai4science
Language:Python 29
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.
deep-learning non-linear-time-dependent-pdes parametrized-pdes proper-orthogonal-decomposition reduced-order-models
Language:Python 17
mathLab / ITHACA-SEM
ITHACA-SEM - In real Time Highly Advanced Computational Applications for Spectral Element Methods
reduced-order-models reduced-basis spectral-elements
Language:C++ 16
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.
auto-encoder dimensionality-reduction rnn lstm svd model-order-reduction reduced-order-models rom manifold-learning rank dimensionality aaai2021 aaai
Language:Jupyter Notebook 16
redmod-team / profit
Probabilistic Response mOdel Fitting with Interactive Tools
uncertainty-quantification uq surrogate reduced-order-models reduced-order-surrogate-model model-emulation polynomial-chaos-expansion gaussian-processes active-learning
Language:Python 14
stefaniafresca / DL-ROM
Source code for deep learning-based reduced order models in cardiac electrophysiology. Available on doi.org/10.1371/journal.pone.0239416.
cardiac-electrophysiology deep-learning parametrized-pdes reduced-order-models
Language:Python 13
arturs-berzins / sniROM
Standardized Non-Intrusive Reduced Order Modeling
lid-driven-cavity reduced-basis reduced-order-models reduced-order-surrogate-model
Language:Python 9
Hendrik240298 / Incremental_POD
A straightforward prototype implementation of the incremental POD to demonstrate its use in reduced order modeling.
proper-orthogonal-decomposition reduced-basis reduced-order-models
Language:Jupyter Notebook 9
JanRotti / podGalerkin
reduced-order-models proper-orthogonal-decomposition pod-galerkin optimal-control su2 python
Language:Jupyter Notebook 9
RBniCS / RBniCSx
RBniCSx - reduced order modelling in FEniCSx
fenicsx finite-elements model-order-reduction reduced-basis reduced-order-models
Language:Python 9
ROSE-pyforce
ERMETE-Lab / ROSE-pyforce
Python Framework for data-driven model Order Reduction of multi-physiCs problEms
data-driven multi-physics nuclear-engineering reduced-order-models
Language:Jupyter Notebook 8
haozhg / odmd-matlab
Matlab implementation of online and window dynamic mode decomposition algorithms
dynamical-systems system-identification inverse-problems machine-learning nonlinear-dynamics model-reduction data-driven-model online-learning model-learning online-optimization reduced-order-models
Language:MATLAB 8
act-elegancy / consumet
Open-source constructor of surrogates and metamodels
reduced-order-models surrogate-models meta-model surrogates optimization regression adaptive-sampling design-of-experiments sintef
Language:Python 7
JuliaPlasma / VlasovMethods.jl
Numerical Methods for Vlasov-Poisson and Vlasov-Maxwell Systems
particle-methods reduced-order-models vlasov-equation vlasov-solver grid-methods
Language:Julia 6
stmeinecke / derrom
Delay Embedded Regressive Reduced Order Model
data-driven-model machine-learning nonlinear-system reduced-order-models regression autoregression nonlinear-dynamics
Language:Jupyter Notebook 6
asrvsn / gds
Graph dynamical systems library
partial-differential-equations differential-geometry network-dynamics reduced-order-models
Language:Python 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.
hamilton-jacobi hamilton-jacobi-bellman weighted-essentially-nonoscillatory lax-friedrich optimal-control differential-games bellman-equation levelsets dynamic-programming reduced-order-models proper-generalized-decomposition
Language:Jupyter Notebook 5
azzeddinetiba / ROM_AM
Non-intrusive Reduced Order Modeling package
reduced-order-models scientific-machine-learning scientific-computing dynamic-mode-decomposition proper-orthogonal-decomposition non-intrusive
Language:Python 3
buqeye / frontiers-emulator-review
Supplemental Material for "BUQEYE Guide to Projection-Based Emulators in Nuclear Physics"
eigenvector-continuation emulators model-order-reduction model-reduction nuclear-physics reduced-basis reduced-order-modeling reduced-order-models scattering-physics parametric
Language:Python 3
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.
scattering-physics eigenvector-continuation reduced-order-models emulators nuclear-physics
Language:Jupyter Notebook 2
AntonSchreiber / ROM-buffet-forecasting
Repository for my thesis on "A Comparison of Reduced-Order Models for Wing Buffet Predictions"
autoregressive deep-learning dimensionality-reduction fully-connected-network reduced-order-models singular-value-decomposition time-series-forecasting variational-autoencoder
Language:Jupyter Notebook 2
ADACS-Australia / Rombus
For full documentation, see:
model-order-reduction reduced-basis reduced-order-models
Language:Python 1
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.
emulators eigenvector-continuation nuclear-physics reduced-order-models scattering-physics
Language:Jupyter Notebook 1
deeprpatel700 / Regression_Analysis_-_Factors_affecting_Life_Expectancy
Statistical Multivariate Regression Analysis to determine the effects of mortality, economic and social factors on life expectancy.
ggplot2 correlation-matrix stepwise-regression hypothesis-testing reduced-order-models p-values normality-test multicollinearity dplyr alsm regression-models
Language:R 1
jungangc / CCS_E2CO-RL
Optimization of Pressure Management Strategies for Geological CO2 Sequestration Using Surrogate Model-based Reinforcement Learning
carbon-storage optimziation reduced-order-models reinforcement-learning
1
KikeM / romtime
Unsteady Finite Element Reduced Order Model for Time Moving Domains
deim mdeim fem rb reduced-basis finite-element-methods discrete-empirical-interpolation rom reduced-order-models
Language:Python 1
snatesh / Parameterized_ROM_Interp
Local reduced order basis interpolation applied to the parabolic diffusion equation with a random coefficient field
finite-element-methods grassman-manifold reduced-order-models
Language:MATLAB 1
guptag0808 / kryzen-assignenment
It is a pdf generating application. It takes data from users and generates a pdf.
bcrypt express jwt-authentication mongodb-atlas nodejs pdf-kit react reduced-order-models
Language:JavaScript

reduced-order-models

LLNL / libROM

ITHACA-FV / ITHACA-FV

equinor / flownet

ORNL / TASMANIAN

kylebeggs / POD-RBF

Pressio / pressio

haller-group / SSMLearn

BradyPlanden / LiiBRA.jl

haozhg / oml

stefaniafresca / DL-ROM-Meth

mathLab / ITHACA-SEM

rmojgani / PhysicsAwareAE

redmod-team / profit

stefaniafresca / DL-ROM

arturs-berzins / sniROM

Hendrik240298 / Incremental_POD

JanRotti / podGalerkin

RBniCS / RBniCSx

ERMETE-Lab / ROSE-pyforce

haozhg / odmd-matlab

act-elegancy / consumet

JuliaPlasma / VlasovMethods.jl

stmeinecke / derrom

asrvsn / gds

robotsorcerer / levelsetpy

azzeddinetiba / ROM_AM

buqeye / frontiers-emulator-review

AJG91 / scattering-emulators

AntonSchreiber / ROM-buffet-forecasting

ADACS-Australia / Rombus

buqeye / scattering-emulators

deeprpatel700 / Regression_Analysis_-_Factors_affecting_Life_Expectancy

jungangc / CCS_E2CO-RL

KikeM / romtime

snatesh / Parameterized_ROM_Interp

guptag0808 / kryzen-assignenment