Compressed representation of separation bubbles from a vast database

IF 2.6 3区 工程技术 Q2 ENGINEERING, MECHANICAL International Journal of Heat and Fluid Flow Pub Date : 2025-08-01 Epub Date: 2025-02-28 DOI:10.1016/j.ijheatfluidflow.2025.109779
Virginia Bologna, Matteo Dellacasagrande, Davide Lengani, Daniele Simoni
{"title":"Compressed representation of separation bubbles from a vast database","authors":"Virginia Bologna,&nbsp;Matteo Dellacasagrande,&nbsp;Davide Lengani,&nbsp;Daniele Simoni","doi":"10.1016/j.ijheatfluidflow.2025.109779","DOIUrl":null,"url":null,"abstract":"<div><div>The present work describes a wide experimental database of laminar separation bubbles formed on a flat plate for different Reynolds numbers, adverse pressure gradients and free-stream turbulence intensity levels. The database accounts for 72 different combinations of the aforementioned parameters, for which both short and long bubble types have been observed. For each flow case, a set of 6000 snapshots has been acquired using a fast response Particle Image Velocimetry system. In this work all the 72 × 6000 images have been used simultaneously to construct a large snapshot matrix containing both the statistical and the dynamic response of the bubble to the flow parameters variation. To handle such a large snapshot matrix, a parallelized version of the Proper Orthogonal Decomposition routine is presented to be adopted in High-Performance Computing environment. The reduction of the high dimensional database into a low-order model retaining few POD modes and coefficients has been obtained. Particularly, two subsets of modes capturing the time-averaged and dynamic response of the bubble have been detected based on the frequency spectra of the related coefficients. It will be shown that dimensionality can be reduced up to about 1%, while retaining the generalized response of a laminar separation bubble. The present work therefore shows the existence of a reduced state space over which the response of a LSB evolves for a wide range of the leading influencing parameters.</div></div>","PeriodicalId":335,"journal":{"name":"International Journal of Heat and Fluid Flow","volume":"114 ","pages":"Article 109779"},"PeriodicalIF":2.6000,"publicationDate":"2025-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"International Journal of Heat and Fluid Flow","FirstCategoryId":"5","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0142727X25000372","RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2025/2/28 0:00:00","PubModel":"Epub","JCR":"Q2","JCRName":"ENGINEERING, MECHANICAL","Score":null,"Total":0}
引用次数: 0

Abstract

The present work describes a wide experimental database of laminar separation bubbles formed on a flat plate for different Reynolds numbers, adverse pressure gradients and free-stream turbulence intensity levels. The database accounts for 72 different combinations of the aforementioned parameters, for which both short and long bubble types have been observed. For each flow case, a set of 6000 snapshots has been acquired using a fast response Particle Image Velocimetry system. In this work all the 72 × 6000 images have been used simultaneously to construct a large snapshot matrix containing both the statistical and the dynamic response of the bubble to the flow parameters variation. To handle such a large snapshot matrix, a parallelized version of the Proper Orthogonal Decomposition routine is presented to be adopted in High-Performance Computing environment. The reduction of the high dimensional database into a low-order model retaining few POD modes and coefficients has been obtained. Particularly, two subsets of modes capturing the time-averaged and dynamic response of the bubble have been detected based on the frequency spectra of the related coefficients. It will be shown that dimensionality can be reduced up to about 1%, while retaining the generalized response of a laminar separation bubble. The present work therefore shows the existence of a reduced state space over which the response of a LSB evolves for a wide range of the leading influencing parameters.

Abstract Image

查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
来自庞大数据库的分离气泡的压缩表示
本工作描述了在不同雷诺数、逆压梯度和自由流湍流强度水平的平板上形成的层流分离气泡的广泛实验数据库。该数据库包含上述参数的72种不同组合,其中已观察到短泡和长泡类型。对于每个流动情况,使用快速响应粒子图像测速系统获得了一组6000个快照。在这项工作中,所有的72 × 6000图像同时被用来构建一个大的快照矩阵,其中包含气泡对流动参数变化的统计和动态响应。为了处理如此大的快照矩阵,提出了在高性能计算环境下采用的适当正交分解例程的并行化版本。将高维数据库简化为保留少量POD模态和系数的低阶模型。特别是,基于相关系数的频谱,检测了捕获气泡时均响应和动态响应的两个模态子集。结果表明,在保留层流分离泡的广义响应的同时,维数可降低约1%。因此,目前的工作表明存在一个简化的状态空间,在这个空间上,LSB的响应在广泛的主要影响参数范围内演变。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
International Journal of Heat and Fluid Flow
International Journal of Heat and Fluid Flow 工程技术-工程:机械
CiteScore
5.00
自引率
7.70%
发文量
131
审稿时长
33 days
期刊介绍: The International Journal of Heat and Fluid Flow welcomes high-quality original contributions on experimental, computational, and physical aspects of convective heat transfer and fluid dynamics relevant to engineering or the environment, including multiphase and microscale flows. Papers reporting the application of these disciplines to design and development, with emphasis on new technological fields, are also welcomed. Some of these new fields include microscale electronic and mechanical systems; medical and biological systems; and thermal and flow control in both the internal and external environment.
期刊最新文献
CFD analysis of single and two-phase fluid flow in a Roots blower Large eddy simulation of metered dose inhaler sprays with low-GWP propellants Flow dynamics in the micro-sized channel and chamfer formation mechanism during abrasive flow machining Numerical analysis of multiple influences on turbine vane endwall film cooling characteristics Study of influence of design criteria with integrated PCM on performance of skeletal heat exchanger: based on enthalpy
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1