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Extended intrinsic mean spin tensor for turbulence modelling in non-inertial frame of reference
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作者 黄于宁 马晖扬 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 2008年第11期1463-1475,共13页
We investigate the role of extended intrinsic mean spin tensor introduced in this work for turbulence modelling in a non-inertial frame of reference. It is described by the Euclidean group of transformations and, in p... We investigate the role of extended intrinsic mean spin tensor introduced in this work for turbulence modelling in a non-inertial frame of reference. It is described by the Euclidean group of transformations and, in particular, its significance and importance in the approach of the algebraic Reynolds stress modelling, such as in a nonlinear K-ε model. To this end and for illustration of the effect of extended intrinsic spin tensor on turbulence modelling, we examine several recently developed nonlinear K-ε models and compare their performance in predicting the homogeneous turbulent shear flow in a rotating frame of reference with LES data. Our results and analysis indicate that, only if the deficiencies of these models and the like be well understood and properly corrected, may in the near future, more sophisticated nonlinear K-ε models be developed to better predict complex turbulent flows in a non-inertial frame of reference. 展开更多
关键词 turbulence modelling non-inertial frame of reference extended intrinsic mean spin tensor frame-dependent algebraic reynolds stress models
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Linear logistic regression with weight thresholding for flow regime classification of a stratified wake
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作者 Xinyi L.D.Huang Robert F.Kunz Xiang I.A.Yang 《Theoretical & Applied Mechanics Letters》 CAS CSCD 2023年第2期120-127,共8页
A stratified wake has multiple flow regimes,and exhibits different behaviors in these regimes due to the competing physical effects of momentum and buoyancy.This work aims at automated classification of the weakly and... A stratified wake has multiple flow regimes,and exhibits different behaviors in these regimes due to the competing physical effects of momentum and buoyancy.This work aims at automated classification of the weakly and the strongly stratified turbulence regimes based on information available in a full Reynolds stress model.First,we generate a direct numerical simulation database with Reynolds numbers from 10,000 to 50,000 and Froude numbers from 2 to 50.Order(100)independent realizations of temporally evolving wakes are computed to get converged statistics.Second,we train a linear logistic regression classifier with weight thresholding for automated flow regime classification.The classifier is designed to identify the physics critical to classification.Trained against data at one flow condition,the classifier is found to generalize well to other Reynolds and Froude numbers.The results show that the physics governing wake evolution is universal,and that the classifier captures that physics. 展开更多
关键词 Stratified wake CLASSIFICATION Supervised learning Full reynolds stress modelling
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Numerical simulation of fluid dynamics in the stirred tank by the SSG Reynolds Stress Model 被引量:3
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作者 Nana QI Hui WANG +1 位作者 Kai ZHANG Hu ZHANG 《Frontiers of Chemical Science and Engineering》 SCIE EI CSCD 2010年第4期506-514,共9页
The Speziale,Sarkar and Gatski Reynolds Stress Model(SSG RSM)is utilized to simulate the fluid dynamics in a full baffled stirred tank with a Rushton turbine impeller.Four levels of grid resolutions are chosen to dete... The Speziale,Sarkar and Gatski Reynolds Stress Model(SSG RSM)is utilized to simulate the fluid dynamics in a full baffled stirred tank with a Rushton turbine impeller.Four levels of grid resolutions are chosen to determine an optimised number of grids for further simulations.CFD model data in terms of the flow field,trailing vortex,and the power number are compared with published experimental results.The comparison shows that the global fluid dynamics throughout the stirred tank and the local characteristics of trailing vortices near the blade tips can be captured by the SSG RSM.The predicted mean velocity components in axial,radial and tangential direction are also in good agreement with experiment data.The power number predicted is quite close to the designed value,which demonstrates that this model can accurately calculate the power number in the stirred tank.Therefore,the simulation by using a combination of SSG RSM and MRF impeller rotational model can accurately model turbulent fluid flow in the stirred tank,and it offers an alternative method for design and optimisation of stirred tanks. 展开更多
关键词 stirred tank fluid dynamics numerical simulation SSG reynolds Stress model MRF
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Numerical Study on the Unsteady Characteristics of the Propeller Cavitation in Uniform and Nonuniform Wake Flows 被引量:1
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作者 GONG Zhao-xin CHEN Ying +2 位作者 LI Jie CHEN Xin LU Chuan-jing 《China Ocean Engineering》 SCIE EI CSCD 2020年第5期688-696,共9页
Propeller cavitation is a problematic issue because of its negative effects, such as performances losses, noise,vibration and erosion. Numerical methodology is an effective and efficient technical tool for the study o... Propeller cavitation is a problematic issue because of its negative effects, such as performances losses, noise,vibration and erosion. Numerical methodology is an effective and efficient technical tool for the study of propeller cavitation, however, it is hard to capture tip-vortex cavitation in the previous work by using common turbulence models based on turbulent-viscosity hypothesis. In this work, the Reynolds-Averaged Naiver-Stokes(RANS)approach, adopting the Reynolds stress turbulence model(RSM), is taken to study the unsteady characteristics of the cavitation on the four-bladed INSEAN E779 A model propeller. The numerical simulation was carried out using the commercial CFD software ANSYS Fluent 14.0. One kind of uniform wake flow and two kinds of nonuniform wake flows are considered here. The results in the uniform flow show a good agreement with previous experimental results on both the sheet cavitation and the tip vortex cavitation and prove the ability of the RSM on capturing the tip vortex cavitation. Two kinds of nonuniform wake flows are designed based on the previous experimental researches and the unsteady characteristics of the propeller cavitation are analyzed by comparing the results in the uniform and two nonuniform wake flows together. 展开更多
关键词 propeller cavitation wake flow reynolds stress model
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Assessment of advanced RANS turbulence models for prediction of complex flows in compressors
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作者 Wei SUN 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2023年第9期162-177,共16页
Reynolds-Averaged Navier-Stokes(RANS) Computational Fluid Dynamics(CFD) has been widely used in compressor design and analysis. However, reasonable prediction of compressor flow and its impact on compressor performanc... Reynolds-Averaged Navier-Stokes(RANS) Computational Fluid Dynamics(CFD) has been widely used in compressor design and analysis. However, reasonable prediction of compressor flow and its impact on compressor performance remains challenging. In this study, Menter’s Shear Stress Transport(SST) model and its variants, as well as the ω-based Reynolds stress model(Stress-BSL) are assessed. For a single rotor(Rotor 67), under the peak efficiency operating condition, all studied turbulence models predict its performance with reasonable accuracy;under the off-design conditions, SST with Helicity correction(SST-Helicity) shows superiority in predicting the effect of flow on the spanwise distribution of aerodynamic parameters. For Darmstadt’s 1.5-stage transonic axial compressor, SST-Helicity outperforms SST, SST with the Quadratic Constitutive Relation(SST-QCR) and Stress-BSL in predicting the performance as well as the spanwise distribution of aerodynamic parameters. At the design rotating speed, the stall margin given by SST-Helicity(20.90%) is the closest to the experimental measurement(24.81%), which is more than twice that by SST(8.71%) and 1.5 times that by SST-QCR(14.14%). This paper demonstrates that SSTHelicity model, together with a good quality and sufficiently refined grid, can capture the compressor flow features with reasonable accuracy, which results in a credible prediction of compressor performance and stage matching. 展开更多
关键词 Compressor flow Computational Fluid Dynamics(CFD) reynolds-Averaged Navier-Stokes(RANS) reynolds stress model Stall margin Shear Stress Transport(SST)model Turbulence modelling
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Numerical investigation of flow with floating vegetation island 被引量:3
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作者 Yi-dan Ai Meng-yang Liu Wen-xin Huai 《Journal of Hydrodynamics》 SCIE EI CSCD 2020年第1期31-43,共13页
Floating vegetation island(FVI)provides an effective way to remove excessive nutrition and pollutants in rivers.The Reynolds stress model(RSM)is employed to investigate the hydrodynamic characteristics induced by vari... Floating vegetation island(FVI)provides an effective way to remove excessive nutrition and pollutants in rivers.The Reynolds stress model(RSM)is employed to investigate the hydrodynamic characteristics induced by varied canopy densities of FVI in an open channel.In longitudinal direction,four regions are subdivided according to the flow development process:upstream adjustment region(LUD),diverging flow region(LDF),shear layer growth region(LSD),and flilly developed region.The increasing canopy density accelerates the flow adjustment in the diverging flow region and shear layer growth region,signaling a shorter distance to reach an equilibrium stage,while LUD keeps a constant.The vertical profiles of the normalized velocity are found to be self-similar downstream of the diverging flow region.In the vertical direction,the streamwise velocity profiles in the mixing layer collapse for all densities and obey the hyperbolic tangent law.Normalized penetration depth into the canopy was fitted as a function of dimensionless canopy density given by δc/hc=0.404(CDahc)^-0.316.This finding indicates a large space for rapid water renewal between the canopy region and the underlying water driven by the shear-scale vortices.In the lateral direction,the intensification of secondary current and the increasing number of secondary current cells with increasing canopy density reveal that dense floating canopies contribute to strong momentum exchange.The centers of vortices move as canopy density increases,while the vortices in canopy region do not merge with those in the gap region,as limited by the height and width of the canopy region.The distribution of longitudinal velocity in the transects is significantly influenced by secondary current. 展开更多
关键词 reynolds stress model floating vegetation island flow adjustment mixing layer secondary current
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NUMERICAL SIMULATION OF SWIRLING FLOWS IN OXIDATION REACTORS FOR TiO_2 MANUFACTURE 被引量:2
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作者 Yi Cheng Aiwei Ye Fei Liu Fei Wei 《China Particuology》 SCIE EI CAS CSCD 2006年第3期108-113,共6页
The oxidation reactor plays a key role in producing rutile titanium dioxide (TiO2) from vapor-phase titanium tetrachloride (TiCl4) by employing a swirling flow operation for enhanced gas mixing. This work aims to ... The oxidation reactor plays a key role in producing rutile titanium dioxide (TiO2) from vapor-phase titanium tetrachloride (TiCl4) by employing a swirling flow operation for enhanced gas mixing. This work aims to understand the effect of reactor configuration on the 3-D swirling flow field using computational fluid dynamics (CFD) simulation. Considering the anisotropic turbulence involved, the Reynolds stress model is applied to describe the complex swirling flow together with the cross-flow mixing of gases. The results show significant effect of the flow angle between the wall jet of air stream (representing TiCl4 in practice) and the axial direction on the initial flow field of cross-flow mixing, where 60° gives smooth profiles of axial velocity development while 90° may provide the fastest mixing between the jet and the axial bulk flow. The pipe shape for the reaction and developing zone, i.e., straight, expanding and shrinking, shows slight influence on the hydrodynamics. 展开更多
关键词 titanium dioxide chloride process oxidation reactor swirling flow computational fluid dynamics (CFD) reynolds stress model
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NUMERICAL SIMULATION AND EXPERIMENTAL INVESTIGATION OF THE GUIDE-VANE FLOW AND THE INFLUENCE FROM THE LEAKAGE FLOW 被引量:2
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作者 LiaoWei-li LiJian-zhong 《Journal of Hydrodynamics》 SCIE EI CSCD 2003年第1期103-110,共8页
This paper presents numerical and experimental results of the flow in the tipclearance region of the guide vane row in hydraulic turbine. The 3-D Navier-Stokes equations wereemployed to model the flow in end clearance... This paper presents numerical and experimental results of the flow in the tipclearance region of the guide vane row in hydraulic turbine. The 3-D Navier-Stokes equations wereemployed to model the flow in end clearance region of guide vane cascade, the Reynolds stressdifferential model was used for turbulence closure, and the body-fitted curvilinear coordinates andthe SIMPLE! algorithm were adopted. The governing equations were discretized with the non-staggeredgrids by means of the finite volume method. Detailed comparison of hydrodynamical characteristics ofguide vane in hydraulic turbine with or without tip gap was made. Special attention was paid to theinfluence of leakage flow on the main flow and to the movement of tip leakage flow in the end guidevane. The position and strength of the roll-vortex on the sides of guide vane in were determined.The numerical solutions agree with the experimental results obtained by particle image ve-locimetry.The results help to clarify the loss, wear and cavi-tation erosion between the guide vane andrings, especially for those used in the Yellow River which has a high sediment content. 展开更多
关键词 leakage flow guide vane reynolds stress differential model
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雷诺应力模型的ε_(β)自适应高阶离散化 被引量:1
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作者 符翔 邓小刚 +2 位作者 王圣业 郑世超 王光学 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 2022年第6期81-94,I0002,共15页
雷诺应力模型(RSM)在模拟复杂流动时优于涡流黏性模型(EVM),且对高阶离散化有更高的要求.然而由于RSM方程的复杂性,其数值稳定性差,收敛性差.其中一个原因是在设计数值格式时没有充分考虑雷诺应力的特性.针对这一问题,本研究开发了一种... 雷诺应力模型(RSM)在模拟复杂流动时优于涡流黏性模型(EVM),且对高阶离散化有更高的要求.然而由于RSM方程的复杂性,其数值稳定性差,收敛性差.其中一个原因是在设计数值格式时没有充分考虑雷诺应力的特性.针对这一问题,本研究开发了一种自适应算法,根据雷诺应力的大小和平滑度调整ε_(β)值(非线性权重中的经验参数).该算法被引入到五阶加权紧致非线性格式(WCNS)中,并应用于RSM的高阶离散化.通过三个航空测试仿真实例对算法的性能进行了检验.数值结果表明,自适应算法可以将残差减少3个数量级,并预测梯度反转的正确权重.这表明将ε_(β)自适应算法应用于RSM的高阶离散化有利于提高收敛性和分辨率. 展开更多
关键词 WCNS reynolds stress model Adaptive algorithm RESOLUTION
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NUMERICAL INVESTIGATION OF TURBULENT COUNTER-GRADIENT-TRANSPORT IN ASYMMETRIC FLOW WITH A JET 被引量:1
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作者 QIUXiang GUOHui-fen LIUYu-lu 《Journal of Hydrodynamics》 SCIE EI CSCD 2004年第2期115-123,共9页
By using the Reynolds Stress Closure Model (RSM), turbulentCounter-Gradient-Transport (CGT) phenomenon was numerically investigated in asymmetric flow with ajet, and the computational results were compared with experi... By using the Reynolds Stress Closure Model (RSM), turbulentCounter-Gradient-Transport (CGT) phenomenon was numerically investigated in asymmetric flow with ajet, and the computational results were compared with experimental data. The computational resultsshow that the negative turbulent energy production only appears at some certain stations in CGTregion, this fact indicates that the CGT phenomenon exists more widely than the negative turbulentenergy production; while the CGT region exists all along, it gradually shrinks in the favorablepressure gradient zone until the position of the wing central part is reached, where it vanishes,but it appears in the adverse pressure gradient region; in addition, the location in the flow whereuv = 0 switched sides, relative to where partial deriv U/partial deriv y = 0, from favorablepressure gradient to adverse pressure gradient. The pressure gradient takes an important effect onthe region of negative turbulent energy production and CGT. 展开更多
关键词 counter-gradient transport (CGT) reynolds stress model (RSM) wall jet pressure gradient
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Influence of Turbulence Schmidt Number on Exit Temperature Distribution of an Annular Gas Turbine Combustor using Flamelet Generated Manifold
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作者 WANG Weihao YANG Songlin +1 位作者 GAO Chuang HUANG Weiguang 《Journal of Thermal Science》 SCIE EI CAS CSCD 2020年第1期58-68,共11页
The Reynolds analogy concept has been used in almost all turbulent reacting flow RANS(Reynoldsaveraged Navier–Stokes)simulations,where the turbulence scalar transfers in flow fields are calculated based on the modele... The Reynolds analogy concept has been used in almost all turbulent reacting flow RANS(Reynoldsaveraged Navier–Stokes)simulations,where the turbulence scalar transfers in flow fields are calculated based on the modeled turbulence momentum transfer.This concept,applied to a lean premixed combustion system,was assessed in this paper in terms of exit temperature distribution.Because of the isotropic assumption involved in this analogy,the prediction in some flow condition,such as jet cross flow mixing,would be inaccurate.In this study,using Flamelet Generated Manifold as reaction model,some of the numerical results,obtained from an annular combustor configuration with the turbulent Schmidt number varying from 0.85 to 0.2,were presented and compared with a benchmark atmospheric test results.It was found that the Schmidt numberσt in mean mass fraction f transport equation had significant effect on dilution air mixing process.The mixing between dilution air and reaction products from the primary zone obviously improved asσt decreased on the combustor exit surface.Meanwhile,the sensitivity ofσt in three turbulence models including Realizable k-ε,SST(Shear Stress Transport)and RSM(Reynolds Stress Model)has been compared as well.Since the calculation method of eddy viscosity was different within these three models,RSM was proved to be less sensitive than another two models and can guarantee the best prediction of mixing process condition.On the other hand,the results of dilution air mixing were almost independent of Schmidt number Sct in progress variable c transport equation.This study suggested that for accurate prediction of combustor exit temperature distribution in steady state reacting flow simulation,the turbulent Schmidt number in steady state simulation should be modified to cater to dilution air mixing process. 展开更多
关键词 gas turbine combustor flamelet-generated manifold turbulent Schmidt Number reynolds Stress model reynolds analogy
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