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JakobEWagner/helmholtz_pulsating_sphere_s4096_f400-500_Yre0-1_Yim-1-0

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Hugging Face2024-07-09 更新2024-07-22 收录
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https://hf-mirror.com/datasets/JakobEWagner/helmholtz_pulsating_sphere_s4096_f400-500_Yre0-1_Yim-1-0
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资源简介:
Helmholtz pulsating sphere数据集提供了时间谐波Helmholtz方程的数值解。该数据集使用DOLFINx框架生成,包含一个位于中心的脉动球体,球体被一个更大的正方形包围。物理常数包括声速和流体密度,频率在400Hz到500Hz之间均匀采样。边界条件包括速度边界条件和归一化导纳边界条件。训练集包含4096个样本,测试集包含512个样本。网格使用Gmsh生成,确保每个波长至少有15个元素。数据集的生成过程包括网格加载、函数空间定义、线性问题定义、系统求解和输出保存等步骤。

The Helmholtz pulsating sphere datasets provides numerical solutions of the time-harmonic Helmholtz equation. The dataset is generated using the DOLFINx framework, containing a 2D domain with a pulsating sphere placed at the center, encompassed by a larger square. Physical constants include the speed of sound and fluid density, with the frequency uniformly sampled between 400Hz and 500Hz. The sphere surface has a boundary velocity condition, and the boundaries have a normalized admittance boundary condition. The train dataset contains 4096 samples, and the test dataset contains 512 samples. The mesh is created using Gmsh, ensuring at least 15 elements per highest frequency. The dataset is saved in the ADIOS2 native binary-pack format.
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