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libROM is a free, lightweight, scalable C++ library for data-driven physical simulation methods. It is the main tool box that the reduced order modeling team at LLNL uses to develop efficient model order reduction techniques and physics-constrained data-driven methods. We try to collect any useful reduced order model routines, which are separable to the high-fidelity physics solvers, into libROM. Plus, libROM is open source, so anyone is welcome to suggest new ideas or contribute to the development. Let's work together for better data-driven technology!

Features

Many more features will be available soon. Stay tuned!

libROM is used in many projects, including BLAST, ARDRA, Laghos, SU2, ALE3D and HyPar. Many MFEM-based ROM examples can be found in Examples.

See also our Gallery, Publications and News pages.

News

Date Message
May 19, 2022 CWROM stress lattice preprint is available in arXiv.
Apr 26, 2022 gLaSDI preprint is available in arXiv.
Apr 26, 2022 parametric DMD preprint is available in arXiv.
Mar 29, 2022 S-OPT preprint is available in arXiv.
Jan 18, 2022 Rayleigh-Taylor instability ROM preprint is available in arXiv.
Nov 19, 2021 NM-ROM paper is published in JCP.
Nov 10, 2021 Laghos ROM is published at CMAME.

libROM tutorials in YouTube

Date Title
July 22, 2021 Poisson equation & its finite element discretization
Sep. 1, 2021 Poisson equation & its reduced order model
Sep. 23, 2021 Physics-informed sampling procedure for reduced order models

Latest Release

ExamplesCode documentationSources

Documentation

Building libROMPoisson equationGreedy for Poisson

New users should start by examining the example codes and tutorials.

We also recommend using GLVis or VisIt for visualization.

Contact

Use the GitHub issue tracker to report bugs or post questions or comments. See the About page for citation information.