{"title":"Mode analysis for multiple parameter conditions of nozzle internal unsteady flow using Parametric Global Proper Orthogonal Decomposition","authors":"Mikimasa Kawaguchi, Masato Iwasaki, Ryoutaro Nakayama, Ryo Yamamoto, Akira Nakashima, Yoichi Ogata","doi":"10.1088/1873-7005/ad716a","DOIUrl":null,"url":null,"abstract":"Analysis methods based on mode decomposition have been proposed to describe the characteristics of flow phenomena. Among them, proper orthogonal decomposition (POD), which decomposes modes into eigenvalues and basis vectors, has long been used. Many studies have shown that POD is a useful method for capturing the characteristics of unsteady flow. In particular, Snapshot POD has attracted much recent attention and has been used to solve unsteady flow problems. However, the basis vectors of the mode obtained by conventional POD is different for each condition. Therefore, whether the basis vectors of each mode are switching in the direction of parameters (e.g. different shapes or different Reynolds numbers) or whether they develop or decay is difficult to discuss. As a result, discussions on conventional POD tend to be qualitative. To address this issue, the present study uses Parametric Global POD, a method that perfectly matches basis vectors in results with different parameters (in this study, different Reynolds numbers). Parametric Global POD method was applied to the analysis of the flow field in a curved pipe and found to capture the development or decay of modes with major basis vectors in the direction of parameters, which is difficult to achieve with conventional POD methods.","PeriodicalId":56311,"journal":{"name":"Fluid Dynamics Research","volume":"27 1","pages":""},"PeriodicalIF":1.3000,"publicationDate":"2024-09-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Fluid Dynamics Research","FirstCategoryId":"5","ListUrlMain":"https://doi.org/10.1088/1873-7005/ad716a","RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"MECHANICS","Score":null,"Total":0}
引用次数: 0
Abstract
Analysis methods based on mode decomposition have been proposed to describe the characteristics of flow phenomena. Among them, proper orthogonal decomposition (POD), which decomposes modes into eigenvalues and basis vectors, has long been used. Many studies have shown that POD is a useful method for capturing the characteristics of unsteady flow. In particular, Snapshot POD has attracted much recent attention and has been used to solve unsteady flow problems. However, the basis vectors of the mode obtained by conventional POD is different for each condition. Therefore, whether the basis vectors of each mode are switching in the direction of parameters (e.g. different shapes or different Reynolds numbers) or whether they develop or decay is difficult to discuss. As a result, discussions on conventional POD tend to be qualitative. To address this issue, the present study uses Parametric Global POD, a method that perfectly matches basis vectors in results with different parameters (in this study, different Reynolds numbers). Parametric Global POD method was applied to the analysis of the flow field in a curved pipe and found to capture the development or decay of modes with major basis vectors in the direction of parameters, which is difficult to achieve with conventional POD methods.
人们提出了基于模式分解的分析方法来描述流动现象的特征。其中,将模态分解为特征值和基矢量的正交分解法(POD)一直被广泛使用。许多研究表明,POD 是捕捉非稳态流动特征的有效方法。其中,快照 POD 近来备受关注,并被用于解决非稳态流动问题。然而,传统 POD 所得到的模态基向量在每个条件下都是不同的。因此,很难讨论每种模式的基向量是否在参数方向上发生切换(如不同形状或不同雷诺数),或者是发展还是衰减。因此,对传统 POD 的讨论往往是定性的。为解决这一问题,本研究采用了参数全局 POD 法,该方法可完美匹配不同参数(本研究中为不同雷诺数)结果中的基向量。将参数全局 POD 方法应用于分析弯曲管道中的流场,发现该方法可以捕捉到主要基向量在参数方向上的模态发展或衰减,而传统的 POD 方法很难实现这一点。
期刊介绍:
Fluid Dynamics Research publishes original and creative works in all fields of fluid dynamics. The scope includes theoretical, numerical and experimental studies that contribute to the fundamental understanding and/or application of fluid phenomena.