[P] LagrangeBench: A Lagrangian Fluid Mechanics Benchmarking Suite

• lagrangebench

  1 47 9.5 Jupyter Notebook

  LagrangeBench: A Lagrangian Fluid Mechanics Benchmarking Suite

  

Github: github.com/tumaer/lagrangebench arXiv: arxiv.org/abs/2309.16342

• PDEBench

  2 618 6.5 Python

  PDEBench: An Extensive Benchmark for Scientific Machine Learning

  

LagrangeBench is a machine learning benchmarking library for CFD particle problems based on JAX. It is designed to evaluate and develop learned particle models (e.g. graph neural networks) on challenging physical problems. To our knowledge it's the first benchmark for this specific set of problems. Our work was inspired by the grid-based benchmarks of PDEBench and PDEArena, and we propose it as a Lagrangian alternative.

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• pdearena

  1 184 7.2 Python
  

LagrangeBench is a machine learning benchmarking library for CFD particle problems based on JAX. It is designed to evaluate and develop learned particle models (e.g. graph neural networks) on challenging physical problems. To our knowledge it's the first benchmark for this specific set of problems. Our work was inspired by the grid-based benchmarks of PDEBench and PDEArena, and we propose it as a Lagrangian alternative.

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