二维旋转圆柱绕流的动态模态分解与重构

DYNAMIC MODE DECOMPOSITION AND RECONSTRUCTION OF A TWO-DIMENSIONAL ROTATING CYLINDRICAL WINDING FLOW

  • 摘要: 流体流过旋转圆柱时会形成不对称流场,往往会涉及多种复杂的流动现象,因此研究旋转圆柱流场的速度变化,并准确捕捉其速度场的主导模态,对于流场特性的分析具有重要的意义。基于动态模态分解(Dynamic Mode Decomposition, DMD)方法,该文对旋转圆柱后方的速度场进行了研究。在均匀来流和雷诺数Re=130000条件下,对旋转圆柱的流场进行了数值模拟研究。对流场进行DMD分解,提取出主导模态对原始流场进行重构,验证了其准确性和有效性。结果表明:DMD前10阶模态能够较为准确地重构出原始的流场特征,圆柱周围的高阶模态呈现出较为复杂的结构,且圆柱附近的涡旋位置会随着圆柱的旋转而发生改变。

     

    Abstract: Fluid flows through a rotating cylinder will form an asymmetric flow field, which often involves a variety of complex flow phenomena. Therefore, it is of great significance to study the velocity change of the rotating cylinder flow field and accurately capture the dominant mode of the velocity field for in-depth analysis of the flow field characteristics. Based on the Dynamic mode Decomposition (DMD) method, the velocity field of rotating cylindrical flow is studied. The flow field of a rotating cylinder is numerically simulated under uniform incoming flow and Reynolds number Re=130000. The flow field is decomposed by DMD, and the dominant mode is extracted to reconstruct the original flow field, which verifies the accuracy and effectiveness of the proposed method. The results show that the first 10 modes of DMD can accurately reconstruct the original flow field characteristics, the higher-order modes around the cylinder show a more complex structure, and the vortex position near the cylinder will change with the rotation of the cylinder.

     

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