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  • About
  • The Global ETD Search service is a free service for researchers to find electronic theses and dissertations. This service is provided by the Networked Digital Library of Theses and Dissertations.
    Our metadata is collected from universities around the world. If you manage a university/consortium/country archive and want to be added, details can be found on the NDLTD website.
41

The study on adaptive Cartesian grid methods for compressible flow and their applications

Liu, Jianming January 2014 (has links)
This research is mainly focused on the development of the adaptive Cartesian grid methods for compressibl  e flow. At first, the ghost cell method and its applications for inviscid compressible flow on adaptive tree Cartesian grid are developed. The proposed method is successfully used to evaluate various inviscid compressible flows around complex bodies. The mass conservation of the method is also studied by numerical analysis. The extension to three-dimensional flow is presented. Then, an h-adaptive Runge–Kutta discontinuous Galerkin (RKDG) method is presented in detail for the development of high accuracy numerical method under Cartesian grid. This method combined with the ghost cell immersed boundary method is also validated by well documented test problems involving both steady and unsteady compressible flows over complex bodies in a wide range of Mach numbers. In addition, in order to suppress the failure of preserving positivity of density or pressure, which may cause blow-ups of the high order numerical algorithms, a positivity-preserving limiter technique coupled with h-adaptive RKDG method is developed. Such a method has been successfully implemented to study flows with the large Mach number, strong shock/obstacle interactions and shock diffraction. The extension of the method to viscous flow under the adaptive Cartesian grid with hybrid overlapping bodyfitted grid is developed. The method is validated by benchmark problems and has been successfully implemented to study airfoil with ice accretion. Finally, based on an open source code, the detached eddy simulation (DES) is developed for massive separation flow, and it is used to perform the research on aerodynamic performance analysis over the wing with ice accretion.
42

GPU Accelerated Study of Heat Transfer and Fluid Flow by Lattice Boltzmann Method on CUDA

Ren, Qinlong, Ren, Qinlong January 2016 (has links)
Lattice Boltzmann method (LBM) has been developed as a powerful numerical approach to simulate the complex fluid flow and heat transfer phenomena during the past two decades. As a mesoscale method based on the kinetic theory, LBM has several advantages compared with traditional numerical methods such as physical representation of microscopic interactions, dealing with complex geometries and highly parallel nature. Lattice Boltzmann method has been applied to solve various fluid behaviors and heat transfer process like conjugate heat transfer, magnetic and electric field, diffusion and mixing process, chemical reactions, multiphase flow, phase change process, non-isothermal flow in porous medium, microfluidics, fluid-structure interactions in biological system and so on. In addition, as a non-body-conformal grid method, the immersed boundary method (IBM) could be applied to handle the complex or moving geometries in the domain. The immersed boundary method could be coupled with lattice Boltzmann method to study the heat transfer and fluid flow problems. Heat transfer and fluid flow are solved on Euler nodes by LBM while the complex solid geometries are captured by Lagrangian nodes using immersed boundary method. Parallel computing has been a popular topic for many decades to accelerate the computational speed in engineering and scientific fields. Today, almost all the laptop and desktop have central processing units (CPUs) with multiple cores which could be used for parallel computing. However, the cost of CPUs with hundreds of cores is still high which limits its capability of high performance computing on personal computer. Graphic processing units (GPU) is originally used for the computer video cards have been emerged as the most powerful high-performance workstation in recent years. Unlike the CPUs, the cost of GPU with thousands of cores is cheap. For example, the GPU (GeForce GTX TITAN) which is used in the current work has 2688 cores and the price is only 1,000 US dollars. The release of NVIDIA's CUDA architecture which includes both hardware and programming environment in 2007 makes GPU computing attractive. Due to its highly parallel nature, lattice Boltzmann method is successfully ported into GPU with a performance benefit during the recent years. In the current work, LBM CUDA code is developed for different fluid flow and heat transfer problems. In this dissertation, lattice Boltzmann method and immersed boundary method are used to study natural convection in an enclosure with an array of conduting obstacles, double-diffusive convection in a vertical cavity with Soret and Dufour effects, PCM melting process in a latent heat thermal energy storage system with internal fins, mixed convection in a lid-driven cavity with a sinusoidal cylinder, and AC electrothermal pumping in microfluidic systems on a CUDA computational platform. It is demonstrated that LBM is an efficient method to simulate complex heat transfer problems using GPU on CUDA.
43

Simulação de fluido multifásico em imagens digitais / Simulation of multiphase fluid into digital images

Gimenes, Alex da Silva 07 April 2008 (has links)
Simulação de fluidos tem sido um dos focos principais de pesquisa em computação gráfica nos últimos anos. O interesse por tal assunto é motivado pelas aplicações na indústria cinematográfica, jogos e sistemas voltados para simulação de fenômenos físicos realísticos em tempo real. Neste trabalho atacamos um problema ainda pouco explorado pela comunidade de computação gráfica, a simulação de fluidos em imagens digitais. Adotamos uma abordagem relacionando fluidos multifásicos, onde propriedades da imagem são incorporadas às equações de Navier-Stokes a fim de permitir que objetos contidos nas imagens \"escoem\" interagindo a forças que agem no sistema / In the last years, fluid simulation has been one of the main focus in Computer Graphics. Such a reason is related to applications to film industry, games and frameworks for realtime physical problem simulations. In this work we aim at accessing a problem which is not so much explored in Computer Graphics: fluid simulation in digital images. We adopt a approach related to multiphase fluids, where properties of the image are set to the Navier-Stokes equations in order to allow that objects into the images \"flow\"in accordance to the forces in the system
44

Modelação numérica de processos de sedimentação em escoamentos turbulentos e análise da ressuspensão em canais / Numerical modeling of settling processes in turbulent flows and channel re-suspension analysis

Alamy Filho, José Eduardo 19 April 2006 (has links)
O estudo do transporte de sedimentos, partindo da estimativa de estruturas turbulentas relevantes, constituiu o principal foco deste trabalho. Assim, a equação de transporte de massa (advecção-difusão) foi aplicada em conjunto com as equações de Navier-Stokes e da continuidade filtradas. Neste contexto, houve a necessidade de uma descrição conveniente da turbulência, o que ocorreu mediante a aplicação da simulação de grandes escalas acoplada a modelos de viscosidade turbulenta sub-malha. O método de fronteira imersa foi utilizado na modelação da interface sólido/fluido, representada pela geometria de fundo dos canais. As equações de Navier-Stokes filtradas e da continuidade foram resolvidas numericamente pelo método de passos fracionados, o qual estabeleceu o almejado acoplamento entre ambas. Na discretização das equações governantes foi utilizado o método de diferenças finitas, aplicado sobre malhas deslocadas. Os esquemas explícitos de Adams-Bashforth (de segunda e quarta ordens) foram utilizados no avanço temporal das velocidades do escoamento e das concentrações de sedimentos. Uma nova formulação para a velocidade de sedimentação foi desenvolvida analiticamente, enquanto que eventuais fluxos de ressuspensão foram impostos como condição de contorno no fundo do canal. Todos os códigos computacionais, que estabeleceram as diretrizes e a lógica de cálculo, foram criados no contexto deste trabalho. Os resultados obtidos indicam que a simulação de grandes escalas, associada ao método de fronteira imersa, considerando velocidade de sedimentação conforme aqui modelada, e ainda utilizando a equação de advecção-difusão para o transporte de massa, constituem ferramentas altamente adequadas à estimativa do transporte de sedimentos pela água. / The goal of this work is the research of sediment transport phenomena, deriving from outstanding turbulent eddies estimative. Thus, the mass transport equation (advection-diffusion) was connected with the filtered Navier-Stokes and continuity equations. In this context, the large-eddy simulation and sub-grid viscosity modeling established a convenient description of turbulence effects. The immersed boundary method was applied to model solid/fluid interface, represented here by the shapes of channel bottom. The filtered Navier-Stokes and continuity equations were solved by the fractional step method. The equations were discretized with the finite difference method, applied over staggered grids, whereas explicit Adams-Bashforth schemes (second and forth orders) were used in temporal advancement of velocities and sediment concentration fields. A new analytical formulation for settling velocity was obtained, while fortuitous re-suspension flux was applied like a boundary condition in the channel bottom. The computational code was totally developed in this work. The results of present simulations show that large-eddy simulation coupled to the immersed boundary method, considering, yet, the settling velocity of particles and the advection-diffusion equation for mass transport, constitute potential tools for sediment transport evaluation in water flows.
45

Modelação numérica de processos de sedimentação em escoamentos turbulentos e análise da ressuspensão em canais / Numerical modeling of settling processes in turbulent flows and channel re-suspension analysis

José Eduardo Alamy Filho 19 April 2006 (has links)
O estudo do transporte de sedimentos, partindo da estimativa de estruturas turbulentas relevantes, constituiu o principal foco deste trabalho. Assim, a equação de transporte de massa (advecção-difusão) foi aplicada em conjunto com as equações de Navier-Stokes e da continuidade filtradas. Neste contexto, houve a necessidade de uma descrição conveniente da turbulência, o que ocorreu mediante a aplicação da simulação de grandes escalas acoplada a modelos de viscosidade turbulenta sub-malha. O método de fronteira imersa foi utilizado na modelação da interface sólido/fluido, representada pela geometria de fundo dos canais. As equações de Navier-Stokes filtradas e da continuidade foram resolvidas numericamente pelo método de passos fracionados, o qual estabeleceu o almejado acoplamento entre ambas. Na discretização das equações governantes foi utilizado o método de diferenças finitas, aplicado sobre malhas deslocadas. Os esquemas explícitos de Adams-Bashforth (de segunda e quarta ordens) foram utilizados no avanço temporal das velocidades do escoamento e das concentrações de sedimentos. Uma nova formulação para a velocidade de sedimentação foi desenvolvida analiticamente, enquanto que eventuais fluxos de ressuspensão foram impostos como condição de contorno no fundo do canal. Todos os códigos computacionais, que estabeleceram as diretrizes e a lógica de cálculo, foram criados no contexto deste trabalho. Os resultados obtidos indicam que a simulação de grandes escalas, associada ao método de fronteira imersa, considerando velocidade de sedimentação conforme aqui modelada, e ainda utilizando a equação de advecção-difusão para o transporte de massa, constituem ferramentas altamente adequadas à estimativa do transporte de sedimentos pela água. / The goal of this work is the research of sediment transport phenomena, deriving from outstanding turbulent eddies estimative. Thus, the mass transport equation (advection-diffusion) was connected with the filtered Navier-Stokes and continuity equations. In this context, the large-eddy simulation and sub-grid viscosity modeling established a convenient description of turbulence effects. The immersed boundary method was applied to model solid/fluid interface, represented here by the shapes of channel bottom. The filtered Navier-Stokes and continuity equations were solved by the fractional step method. The equations were discretized with the finite difference method, applied over staggered grids, whereas explicit Adams-Bashforth schemes (second and forth orders) were used in temporal advancement of velocities and sediment concentration fields. A new analytical formulation for settling velocity was obtained, while fortuitous re-suspension flux was applied like a boundary condition in the channel bottom. The computational code was totally developed in this work. The results of present simulations show that large-eddy simulation coupled to the immersed boundary method, considering, yet, the settling velocity of particles and the advection-diffusion equation for mass transport, constitute potential tools for sediment transport evaluation in water flows.
46

Hydrodynamics of living fluids in microflows. / Hidrodinâmica de fluidos vivos em microescoamentos.

Mauá, Sara Malvar 01 July 2019 (has links)
The main contribution of the present work is the proposition of a framework for analysis of active suspensions using the Caenorhabditis elegans nematode as the living model. To do so, five different perspectives are used: kinematics, macro-reological, numerical, theoretical and micro-reological. First, a theoretical and experimental analysis of the kinematic motion of the nematodes suspended in a biological fluid is presented. Two different populations are examined: starving and well fed nematodes. We show that the relationship between the length of an individual nematode and the wavelength of its movement is linear and can be adjusted by a theoretical prediction proposed in this work. A deep discussion on propulsive mechanics based on a scale analysis that identifies three major forces acting on an individual nematode is made. In addition, we investigated the shear viscosity of Caenorhabditis elegans suspensions. The oscillatory shear experiments revealed an anomalous viscosity behavior with the variation of the volumetric fraction of suspension, ?. The effective viscosity of the suspension decreased with increasing nematode volumetric fraction at low concentrations. Based on the experimental data, a phenomenological equation for the effective viscosity of the suspension as a function of the volumetric fraction of particles is proposed. The collective behavior of the nematodes is also observed in linear regime through the difference of normal stresses. Finally, step strain tests are conducted to obtain the relaxation times. The presence of a negative active stress due to the nematoid driving behavior persists for a period of time, leading to a negative undershoot and an oscillatory behavior in the relaxation function. In order to propose a rheological model, simplifications are made in the model and immersed boundary method simulations are conducted in a flexible filament, varying the type of movement that it performs. It is observed that the presence of asymmetries in its undulating movement generates drastic changes on its kinematic responses. A rheological model as a function of filament orientation is proposed and validated with experimental data in linear regime. After validation of the proposed constitutive equation, the model is observed under the nonlinear regime of oscillatory shear, in which the rheological characterizations are made based on existing frameworks using Lissajous-Bowditch curves and Pipkin diagrams. Finally, a protocol for analysis of suspensions in a microrheometer is presented. Particles are added and tracked as unidirectional oscillatory shear (pulsatile flow) is applied. The velocity and shear rate profiles are obtained, as well as the rheological signals equivalent to the strain rate and stress. Signal analysis tools are used and an artificial intelligence system is proposed to remove the component added to the signal by unidirectional shear, aiming to reconstruct the signal with null temporal average and allowing the application of well known rheological theories, such as the decomposition of stresses in coefficients of Chebyshev, for the calculation of viscommetric quantities of compliances and fluidities. The major contribution of the study concerns the observation, characterization, modeling and simulation of a microsized animal that moves in different fashion, depending on the environment, and the surrounding fluid. The rheological properties analyzed, simuations performed and model proposed can be used for both production of artifitial microorganisms and control of living organisms. Moreover, this combination of analyses and techniques can be used to study any type of passive and active suspension providing new and conclusive results regarding the rheological characterization and the physical behavior of the particles. / A principal contribuição do presente trabalho é a proposição de um framework de análise de suspensões ativas utilizando como modelo vivo o nematoide Caenorhabditis elegans. Para tanto, cinco perspectivas diferentes são utilizadas: cinemática, macrorreológica, numérica, teórica e microrreológica. Primeiramente, uma análise teórica e experimental do movimento cinemático das partículas ativas suspensas em um fluido biológico é apresentada. Duas populações diferentes são examinadas: na ausência de alimento e com nematoides bem alimentados. Mostramos que a relação entre o comprimento de um nematoide individual e o comprimento de onda de seu movimento é linear e pode ser ajustada por uma previsão teórica proposta neste trabalho. Uma profunda discussão sobre a mecânica de propulsão com base em uma análise de escala que identifica três forças principais que atuam em um nematoide individual é feita. Além disso, investigamos a viscosidade de cisalhamento das suspensões de Caenorhabditis elegans. Os experimentos em cisalhamento oscilatório revelaram um comportamento anômalo da viscosidade com a variação da fração volumétrica de suspensão, ?. A viscosidade efetiva da suspensão diminuiu com o aumento da fração volumétrica do nematoide para pequenas concentrações. Baseando-se nos dados experimentais, uma equação fenomenológica para a viscosidade efetiva da suspensão em função da fração volumétrica de partículas é proposta. O comportamento coletivo dos nematoides é também observado, em regime linear, pela diferença de tensões normais. Finalmente, o teste de step strain é conduzido para obter os tempos de relaxação. A presença de uma tensão ativa negativa devido ao comportamento impulsor do nematoide persiste por um certo período, levando a um undershoot negativo e a um comportamento oscilatório na função de relaxação. A fim de propor um modelo reológico, simplificações são efetuadas no modelo e simulações usando o método de fronteira imersa são conduzidas em um filamento flexível, variando o tipo de movimento que este realiza. Observa-se que a presença de assimetrias em seu movimento ondulatório gera drásticas mudanças em suas respostas cinemáticas. Um modelo reológico em função da orientação do filamento é proposto e validado com os dados experimentais em regime linear. Após a validação da equação constitutiva proposta, o modelo é observado sob o regime não-linear do cisalhamento oscilatório, no qual as caracterizações reológicas são feitas com base nos frameworks existentes, utilizando curvas de Lissajous-Bowditch e diagramas de Pipkin. Por fim, é apresentado um protocolo de análise de suspensões em um microrreômetro. Partículas são adicionadas e rastreadas à medida que um cisalhamento unidirecional (escoamento pulsátil) é aplicado. Os perfis de velocidade e taxa de cisalhamento são obtidos, assim como os sinais reológicos equivalentes à taxa de deformação e tensão. Ferramentas de análise de sinais são utilizadas e um sistema de inteligência artificial é proposto para remoção da componente constante do sinal adicionada pelo cisalhamento unidirecional, visando reconstruir o sinal com média temporal nula e possibilitando a aplicação de teorias reológicas já conhecidas, como a decomposição de tensões em coeficientes de Chebyshev para o cálculo das quantidades viscométricas de conformidade e fluidez. A principal contribuição do estudo diz respeito à observação, caracterização, modelagem e simulação de um animal microscópico que se movimenta de maneira diferente dependendo do ambiente e do fluido circundante. As propriedades reológicas analisadas, as simulações realizadas e o modelo proposto podem ser utilizados tanto para a produção de microorganismos artificiais quanto para o controle de organismos vivos. Além disso, essa combinação de análises e técnicas pode ser usada para estudo de qualquer tipo de suspensão ativa e passiva, fornecendo resultados novos e conclusivos em relação à caracterização reológica e ao comportamento físico das partículas.
47

A parallelized diffuse interface solver with applications to meso scale simulation of suspensions

Mohaghegh, Fazlolah 15 December 2017 (has links)
The ultimate goal of this research is to develop the capability of direct numerical simulation of a flow containing numerous rigid finite size particles. In order to reach this goal, we have implemented the smoothed profile method (SPM) in the University of Iowa in-house solver, pELAFINT3D and overcame several challenges related to the method. This includes a proposed formulation for the interface thickness and many validations and comparisons with experimental data as well as with a second-order accurate sharp interface method. As one of the issues related to low-density particles is the instability, SPM has been improved by developing to a fully implicit scheme. Moreover, use of higher order integration formulation and implementation of Euler parameters have been shown to be helpful in stabilization of the calculations. To preserve the efficiency when the number of the particles increases, local mesh refinement is shown to be a very effective tool. A revised version of SPM that has only one projection step is proposed to improve the efficiency of the method. A comprehensive efficiency study is performed and it has been shown that the new method is less expensive in problems with high added mass effect when strongly coupled fluid-structure interaction schemes are used. Moreover, the code is massively parallelized using MPI and PETSc libraries. The parallelization includes I/O, operations leading to construction of the linear solver as well as the solver itself. Simulation of a particle laden flow involves particles collisions. Two novel collision models are suggested which are able to avoid particle overlapping for arbitrary shape particles. The methods are efficient as they are not involved with extra grid refinement related to implementing lubrication forces. The issue of handling continuously changing number of particles in a particle laden flow is solved by implementation of a linked list data structure for the particles. By studying a flow over a constricted region we showed that the platelets’ activation is more likely to happen for the particles that pass from the middle of the upper bump region because those particles will have longer exposure time to the high shear flow behind the bump. PDF contour of particles’ presence show the more concentrated presence of the particles near the bump. Moreover, the interaction of RBCs and platelets pushes the platelets toward the wall after the bottom wall.
48

Animating jellyfish through numerical simulation and symmetry exploitation

Rudolf, David Timothy 25 August 2007
This thesis presents an automatic animation system for jellyfish that is based on a physical simulation of the organism and its surrounding fluid. Our goal is to explore the unusual style of locomotion, namely jet propulsion, which is utilized by jellyfish. The organism achieves this propulsion by contracting its body, expelling water, and propelling itself forward. The organism then expands again to refill itself with water for a subsequent stroke. We endeavor to model the thrust achieved by the jellyfish, and also the evolution of the organism's geometric configuration. <p> We restrict our discussion of locomotion to fully grown adult jellyfish, and we restrict our study of locomotion to the resonant gait, which is the organism's most active mode of locomotion, and is characterized by a regular contraction rate that is near one of the creature's resonant frequencies. We also consider only species that are axially symmetric, and thus are able to reduce the dimensionality of our model. We can approximate the full 3D geometry of a jellyfish by simulating a 2D slice of the organism. This model reduction yields plausible results at a lower computational cost. From the 2D simulation, we extrapolate to a full 3D model. To prevent our extrapolated model from being artificially smooth, we give the final shape more variation by adding noise to the 3D geometry. This noise is inspired by empirical data of real jellyfish, and also by work with continuous noise functions from the graphics community. <p> Our 2D simulations are done numerically with ideas from the field of computational fluid dynamics. Specifically, we simulate the elastic volume of the jellyfish with a spring-mass system, and we simulate the surrounding fluid using the semi-Lagrangian method. To couple the particle-based elastic representation with the grid-based fluid representation, we use the immersed boundary method. We find this combination of methods to be a very efficient means of simulating the 2D slice with a minimal compromise in physical accuracy.
49

Animating jellyfish through numerical simulation and symmetry exploitation

Rudolf, David Timothy 25 August 2007 (has links)
This thesis presents an automatic animation system for jellyfish that is based on a physical simulation of the organism and its surrounding fluid. Our goal is to explore the unusual style of locomotion, namely jet propulsion, which is utilized by jellyfish. The organism achieves this propulsion by contracting its body, expelling water, and propelling itself forward. The organism then expands again to refill itself with water for a subsequent stroke. We endeavor to model the thrust achieved by the jellyfish, and also the evolution of the organism's geometric configuration. <p> We restrict our discussion of locomotion to fully grown adult jellyfish, and we restrict our study of locomotion to the resonant gait, which is the organism's most active mode of locomotion, and is characterized by a regular contraction rate that is near one of the creature's resonant frequencies. We also consider only species that are axially symmetric, and thus are able to reduce the dimensionality of our model. We can approximate the full 3D geometry of a jellyfish by simulating a 2D slice of the organism. This model reduction yields plausible results at a lower computational cost. From the 2D simulation, we extrapolate to a full 3D model. To prevent our extrapolated model from being artificially smooth, we give the final shape more variation by adding noise to the 3D geometry. This noise is inspired by empirical data of real jellyfish, and also by work with continuous noise functions from the graphics community. <p> Our 2D simulations are done numerically with ideas from the field of computational fluid dynamics. Specifically, we simulate the elastic volume of the jellyfish with a spring-mass system, and we simulate the surrounding fluid using the semi-Lagrangian method. To couple the particle-based elastic representation with the grid-based fluid representation, we use the immersed boundary method. We find this combination of methods to be a very efficient means of simulating the 2D slice with a minimal compromise in physical accuracy.
50

Fluid-structure interaction (FSI) of flow past elastically supported rigid structures

Kara, Mustafa Can 27 March 2013 (has links)
Fluid-structure interaction (FSI) is an important physical phenomenon in many applications and across various disciplines including aerospace, civil and bio-engineering. In civil engineering, applications include the design of wind turbines, pipelines, suspension bridges and offshore platforms. Ocean structures such as drilling risers, mooring lines, cables, undersea piping and tension-leg platforms can be subject to strong ocean currents, and such structures may suffer from Vortex-Induced Vibrations (VIV's), where vortex shedding of the flow interacts with the structural properties, leading to large amplitude vibrations in both in-line and cross-flow directions. Over the past years, many experimental and numerical studies have been conducted to comprehend the underlying physical mechanisms. However, to date there is still limited understanding of the effect of oscillatory interactions between fluid flow and structural behavior though such interactions can cause large deformations. This research proposes a mathematical framework to accurately predict FSI for elastically supported rigid structures. The numerical method developed solves the Navier-Stokes (NS) equations for the fluid and the Equation of Motion (EOM) for the structure. The proposed method employs Finite Differences (FD) on Cartesian grids together with an improved, efficient and oscillation-free Immersed Boundary Method (IBM), the accuracy of which is verified for several test cases of increasing complexity. A variety of two and three dimensional FSI simulations are performed to demonstrate the accuracy and applicability of the method. In particular, forced and a free vibration of a rigid cylinder including Vortex-Induced Vibration (VIV) of an elastically supported cylinder are presented and compared with reference simulations and experiments. Then, the interference between two cylinders in tandem arrangement at two different spacing is investigated. In terms of VIV, three different scenarios were studied for each cylinder arrangement to compare resonance regime to a single cylinder. Finally, the IBM is implemented into a three-dimensional Large-Eddy Simulation (LES) method and two high Reynolds number (Re) flows are studied for a stationary and transversely oscillating cylinder. The robustness, accuracy and applicability of the method for high Re number flow is demonstrated by comparing the turbulence statistics of the two cases and discussing differences in the mean and instantaneous flows.

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