利用分离涡模拟(DES)技术,将网格独立研究应用于科罗拉多河大理石峡谷河段的场尺度计算流体动力学(CFD)模型

IF 2.8 3区 地球科学 Q2 GEOGRAPHY, PHYSICAL
Rosa E. España, Laura V. Alvarez, Jayanga T. Samarasinghe
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引用次数: 0

摘要

网格独立研究已成为理解区域分辨率对利用大涡模拟模型模拟河段尺度各向异性湍流的影响的重要方法框架。本研究提出了一种评估湍流模式中信息损失的方法,当计算域变粗时,在沿大理石峡谷的科罗拉多河1公里横断面中进行了检查。利用湍流动能(TKE)谱技术和涡流结构的时空分析,通过统计度量,如均方根误差(RMSE)、Kullback-Leibler (KL)散度、Nash-Sutcliffe模型效率系数(NSE)、小波功率谱和网格收敛指数(GCI),探索了7种计算域分辨率来分析湍流对空间分辨率变化的敏感性。基于物理原理和统计学,这些度量量化信息丢失并评估域分辨率。采用分离涡模拟(DES)技术建立了计算流体动力学(CFD)模型,边界条件(BC)将Spallart-Allmaras模型的粗壁扩展积分到床附近的单元中。区域分辨率的评估旨在确定网格单元大小,以捕获流动行为和水力特性,包括初级和次级流动、回流、剪切层和初级和次级漩涡。研究发现,随着空间域分辨率的提高,TKE光谱的数据表示有所增加。此外,通过RMSE、KL和NSE指标进行的表面分析可以识别出流场中的特定区域,这些区域对网格尺寸的细化具有很高的敏感性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Grid independence studies applied to a field-scale computational fluid dynamic (CFD) model using the detached eddy simulation (DES) technique along a reach of the Colorado River in Marble Canyon

Grid independence studies applied to a field-scale computational fluid dynamic (CFD) model using the detached eddy simulation (DES) technique along a reach of the Colorado River in Marble Canyon

Grid independence studies have emerged as essential methodological frameworks for comprehending the impact of domain resolution on simulating anisotropic turbulence at the river-reach scale using large eddy simulation models. This study proposes a methodology to assess the loss of information in turbulent flow patterns when coarsening the computational domain, examined in a 1-km transect of the Colorado River along Marble Canyon. Seven computational domain resolutions are explored to analyse the sensitivity of turbulent flow to spatial resolution changes, utilizing the turbulent kinetic energy (TKE) spectrum technique and spatiotemporal analysis of eddy structures via statistical metrics such as root mean square error (RMSE), Kullback-Leibler (KL) divergence, Nash-Sutcliffe model efficiency coefficient (NSE), wavelet power spectrum and grid convergence index (GCI). Based on physical principles and statistics, these metrics quantify information loss and assess domain resolutions. A computational fluid dynamic (CFD) model is developed by employing the detached eddy simulation (DES) technique, with boundary condition (BC) integrating the rough wall extension of the Spallart-Allmaras model in cells near the bed. Evaluation of domain resolutions aims to identify grid cell sizes capturing flow behaviour and hydraulic characteristics, including primary and secondary flows, return currents, shear layers and primary and secondary eddies. The study observes an increase in data representation of the TKE spectrum with finer spatial domain resolution. Additionally, surface analysis, conducted via RMSE, KL and NSE metrics, identifies specific areas within the flow field showing high sensitivity to refining the grid cell sizes.

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来源期刊
Earth Surface Processes and Landforms
Earth Surface Processes and Landforms 地学-地球科学综合
CiteScore
6.40
自引率
12.10%
发文量
215
审稿时长
4 months
期刊介绍: Earth Surface Processes and Landforms is an interdisciplinary international journal concerned with: the interactions between surface processes and landforms and landscapes; that lead to physical, chemical and biological changes; and which in turn create; current landscapes and the geological record of past landscapes. Its focus is core to both physical geographical and geological communities, and also the wider geosciences
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