[libROM tutorial] A complete derivation of dynamic mode decomposition (DMD) |
Автор: soopsori
Загружено: 2023-09-28
Просмотров: 2351
🚀 Unlocking Insights with Dynamic Mode Decomposition (DMD): A Comprehensive Tutorial
Dive into the world of dynamic mode decomposition with our step-by-step tutorial! 🌐 Dynamic Mode Decomposition is a powerful data-driven technique with applications ranging from control systems to surrogate modeling. In this video, we break down the intricate details, providing you with a complete derivation of DMD.
🎓 Who Should Watch:
Engineers and scientists interested in data-driven methods
Anyone seeking a deep understanding of Dynamic Mode Decomposition
Anyone looking for an open source library for Dynamic Mode Decomposition
🔗 Command line options to generate results shown in the YouTube tutorial:
mpirun -np 8 ./heat_conduction -s 1 -a 0.0 -k 1.0 -rs 2 -rp 2
mpirun -np 8 ./heat_conduction -s 1 -a 0.0 -k 1.0 -rs 2 -rp 3
mpirun -np 8 ./heat_conduction -s 1 -a 0.0 -k 1.0 -rs 2 -rp 4
mpirun -np 8 ./heat_conduction -s 1 -a 0.0 -k 1.0 -rs 2 -rp 5
📈 Stay Tuned for next tutorial:
Parametric dynamic mode decomposition
🔗 Connect with Us:
libROM webpage: www.librom.net
libROM GitHub repo: https://github.com/LLNL/libROM
pylibROM GitHub repo: https://github.com/LLNL/pylibROM
A list of libROM tutorials:
1. Poisson equation & its finite element discretization ( • [libROM tutorial] Poisson equation & its f... )
2. Projection-based reduced order model for Poisson equation ( • [libROM tutorial] Projection-based reduced... )
3. Physics-informed sampling method for reduced order models ( • [libROM tutorial] Physics-informed samplin... )
4. Local reduced order models and interpolation-based parameterization ( • [libROM tutorial] Local reduced order mode... )
5. Projection-based reduced order model for nonlinear system ( • [libROM tutorial] Projection-based reduced... )
6. A complete derivation of dynamic mode decomposition ( • [libROM tutorial] A complete derivation of... )
👉 Don't miss out on mastering Dynamic Mode Decomposition! Watch now and revolutionize your approach to data-driven analysis. 🚀
If you have any questions, feel free to leave your comments below.
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