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BSD 3-Clause License | ||
MIT License | ||
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Copyright (c) 2023, dreamer2368 | ||
Copyright (c) 2023, Lawrence Livermore National Security, LLC | ||
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Redistribution and use in source and binary forms, with or without | ||
modification, are permitted provided that the following conditions are met: | ||
Permission is hereby granted, free of charge, to any person obtaining a copy | ||
of this software and associated documentation files (the "Software"), to deal | ||
in the Software without restriction, including without limitation the rights | ||
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell | ||
copies of the Software, and to permit persons to whom the Software is | ||
furnished to do so, subject to the following conditions: | ||
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1. Redistributions of source code must retain the above copyright notice, this | ||
list of conditions and the following disclaimer. | ||
The above copyright notice and this permission notice shall be included in all | ||
copies or substantial portions of the Software. | ||
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2. Redistributions in binary form must reproduce the above copyright notice, | ||
this list of conditions and the following disclaimer in the documentation | ||
and/or other materials provided with the distribution. | ||
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3. Neither the name of the copyright holder nor the names of its | ||
contributors may be used to endorse or promote products derived from | ||
this software without specific prior written permission. | ||
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THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" | ||
AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE | ||
IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE | ||
DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE | ||
FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL | ||
DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR | ||
SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER | ||
CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, | ||
OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE | ||
OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. | ||
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | ||
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, | ||
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE | ||
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER | ||
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, | ||
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE | ||
SOFTWARE. |
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This work was produced under the auspices of the U.S. Department of | ||
Energy by Lawrence Livermore National Laboratory under Contract | ||
DE-AC52-07NA27344. | ||
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This work was prepared as an account of work sponsored by an agency of | ||
the United States Government. Neither the United States Government nor | ||
Lawrence Livermore National Security, LLC, nor any of their employees | ||
makes any warranty, expressed or implied, or assumes any legal liability | ||
or responsibility for the accuracy, completeness, or usefulness of any | ||
information, apparatus, product, or process disclosed, or represents that | ||
its use would not infringe privately owned rights. | ||
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Reference herein to any specific commercial product, process, or service | ||
by trade name, trademark, manufacturer, or otherwise does not necessarily | ||
constitute or imply its endorsement, recommendation, or favoring by the | ||
United States Government or Lawrence Livermore National Security, LLC. | ||
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The views and opinions of authors expressed herein do not necessarily | ||
state or reflect those of the United States Government or Lawrence | ||
Livermore National Security, LLC, and shall not be used for advertising | ||
or product endorsement purposes. |
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<!-- ![libROM Logo](https://www.librom.net/img/logo-300.png) --> | ||
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# Introduction | ||
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scaleupROM is a projection-based reduced order model (ROM) with discontinuous Galerkin domain decomposition (DG-DD). | ||
It aims to construct a robust, efficient, large-scale ROM that is trained only from small scale component samples, | ||
for various physics partial differential equations. | ||
scaleupROM is mainly built upon [MFEM](https://mfem.org/) and [libROM](https://www.librom.net). | ||
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## Features | ||
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- Discontinuous Galerkin domain decomposition | ||
- Projection-based reduced order model | ||
- EQP for nonlinear partial differential equations | ||
- Supporting physics equations: | ||
- Poisson equation | ||
- Stokes flow | ||
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## Features to be added | ||
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- Steady Navier-Stokes flow | ||
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# Installation | ||
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**TODO**: set up installation instruction | ||
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# Using Docker container | ||
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Docker container [`scaleuprom_env`](https://ghcr.io/llnl/scaleuprom/scaleuprom_env) provides a containerized environment with all the prerequisites for scaleupROM: | ||
- intel chips: [https://ghcr.io/llnl/scaleuprom/scaleuprom_env:latest](https://ghcr.io/llnl/scaleuprom/scaleuprom_env:latest) | ||
- apple chips: [https://ghcr.io/llnl/scaleuprom/scaleuprom_env:arm64](https://ghcr.io/llnl/scaleuprom/scaleuprom_env:arm64) | ||
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# License | ||
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scaleupROM is distributed under the MIT license. For more details, see the [LICENSE](https://github.com/LLNL/scaleupROM/blob/master/LICENSE) File. | ||
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SPDX-License-Identifier: MIT | ||
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LLNL-CODE-857975 | ||
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# Authors | ||
- "Kevin" Seung Whan Chung (LLNL) | ||
- Youngsoo Choi (LLNL) | ||
- Pratanu Roy (LLNL) | ||
- Thomas Moore (QUT) | ||
- Thomas Roy (LLNL) | ||
- Tiras Y. Lin (LLNL) | ||
- Sarah E. Baker (LLNL) |
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