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English(EN) Flow Mesh: A Velocity-Regularized Flow Matching Framework for Stable Distributional Modeling of Physical Fields on Unstructured Meshes

FlowMesh框架推进非结构化网格上的物理场建模

作者 PulseAugur 编辑部 · [1 个来源] ·

研究人员开发了FlowMesh，一个新颖的生成框架，旨在实现非结构化网格上物理场的稳定分布建模。该方法结合了置换不变性网格编码、确定性潜在流匹配和速度正则化惩罚。FlowMesh直接在固定的非结构化网格上生成全场实现，无需辅助网格插值或随机去噪链。与潜在扩散模型相比，该框架在概率密度函数覆盖率方面表现显著优越，并降低了温度场的Kullback--Leibler散度，与传统的计算流体动力学方法相比，显著加快了实际运行时间。 AI

影响 FlowMesh为热流态的大规模生成表征提供了一种计算上可行的 方法，有望加速能源系统中的数据驱动分析和数字孪生开发。

排序理由 研究论文，详细介绍了一种新的物理场建模生成框架。[lever_c_demoted from research: ic=1 ai=1.0]

在 arXiv cs.LG 阅读 →

AI 生成摘要 · Google Gemini · 来自 1 个来源。 我们如何撰写摘要 →

FlowMesh框架推进非结构化网格上的物理场建模

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研究论文，详细介绍了一种新的物理场建模生成框架。[lever_c_demoted from research: ic=1 ai=1.0]
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报道来源 [1]

  1. arXiv cs.LG TIER_1 English(EN) · Siddharth Verma, Jaewan Park, Jay Phil Yoo, Kazuma Kobayashi, Souvik Chakraborty, Syed Bahauddin Alam ·

    Flow Mesh：一种用于非结构化网格上物理场稳定分布建模的速度正则化流匹配框架

    arXiv:2610.33204v1 Announce Type: cross Abstract: Thermal-fluid field distributions underpin the analysis and operation of energy infrastructure, from nuclear-reactor cooling channels to industrial heat exchangers, but resolving these distributions through computational fluid dyn…

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