欢迎访问机床与液压官方网站!

咨询热线:020-32385312 32385313 RSS EMAIL-ALERT
基于动力学模态分解的空化水射流非定常流场演化分析
CSTR:
作者:
作者单位:

作者简介:

通讯作者:

中图分类号:

基金项目:

2021年度张家港市科技计划项目(ZKC2108)


Evolution Analysis of Unsteady Flow Field of Cavitated Water Jet Based on Dynamic Mode Decomposition
Author:
Affiliation:

Fund Project:

  • 摘要
  • |
  • 图/表
  • |
  • 访问统计
  • |
  • 参考文献
  • |
  • 相似文献
  • |
  • 引证文献
  • |
  • 资源附件
  • |
  • 文章评论
    摘要:

    空化水射流具有流速高、湍流强等特点,其空化流动结构十分复杂。因此,准确、快速地从非定常流场的海量数据中提取关键信息,并分析空化水射流的流动特性十分必要。基于FBDCM模型对RNG 模型的湍流黏度进行修正,并考虑剪切应力对空泡形成的影响,对空化模型进行修正,与试验结果进行对比;采用动力学模态分解(DMD)方法对空化流场的空泡体积分数场进行模态分解。结果发现:1阶模态为平均流场,是流场的主要结构;2阶模态与空化云周期性脱落、溃灭的动力学行为有关;3、4阶模态表现出流场的高频行为;随着进口压力的增大,空泡脱落与溃灭的演变程度越来越剧烈,空泡尺寸与空穴长度逐渐增加,而2阶模态的频率逐渐降低,使得空化射流的流动周期变长。最后,将DMD重构流场与真实流场进行对比发现,随着进口压力的增加,DMD重构流场的误差增大,不过重构流场的最大误差仍低于1%,表明DMD方法能够准确地提取空化流场的流动特征。

    Abstract:

    The cavitation water jet has the characteristics of high flow velocity and strong turbulence,and its cavitation flow structure is very complex.Therefore,it is necessary to accurately and quickly extract key information from the massive data of unsteady flow field and analyze the flow characteristics of cavitation water jets.The turbulent viscosity of RNG model was modified based on FBDCM model,and the cavitation model was modified by considering the influence of shear stress on cavitation bubble formation,which was compared with the experimental results.Then,the mode decomposition of cavitation bubble volume fraction field of the cavitation flow field was carried out by the dynamic mode decomposition (DMD) method.The results show that the first-order mode is the average flow field,which is the main structure of the flow field; the second-order mode is related to the dynamic behavior of the periodic shedding and collapse of the cavitation cloud; the third-order and fourth-order modes show the high-frequency behavior of the flow field.With the increase of inlet pressure,the evolution of cavitation bubble shedding and collapse becomes more and more intense,the size of cavitation bubble and the length of cavitation hole increase gradually,and the frequency of the second-order mode decreases gradually,which makes the flow period of cavitation jet longer.Finally,the DMD reconstructed flow field was compared with the real flow field.It is found that as the inlet pressure increases,the error of the DMD reconstructed flow field increases,but the maximum error of the reconstructed flow field is still less than 1%,it shows that the DMD method can accurately extract the flow characteristics of the cavitation flow field.

    参考文献
    相似文献
    引证文献
引用本文

陈德开,唐文献,陆亚琳,曹秀清,周磊.基于动力学模态分解的空化水射流非定常流场演化分析[J].机床与液压,2024,52(18):162-170.
CHEN Dekai, TANG Wenxian, LU Yalin, CAO Xiuqing, ZHOU Lei. Evolution Analysis of Unsteady Flow Field of Cavitated Water Jet Based on Dynamic Mode Decomposition[J]. Machine Tool & Hydraulics,2024,52(18):162-170

复制
分享
文章指标
  • 点击次数:
  • 下载次数:
  • HTML阅读次数:
  • 引用次数:
历史
  • 收稿日期:
  • 最后修改日期:
  • 录用日期:
  • 在线发布日期: 2024-10-11
  • 出版日期: 2024-09-28
文章二维码