A Cartesian based body-fitted adaptive grid method for compressible viscous flows

Size: px
Start display at page:

Download "A Cartesian based body-fitted adaptive grid method for compressible viscous flows"

Transcription

1 47th AIAA Aerospace Sciences Meeting Including The New Horizons Forum and Aerospace Exposition 5-8 January 2009, Orlando, Florida AIAA A Cartesian based body-fitted adaptive grid method for compressible viscous flows Munikrishna N. and Meng-Sing Liou NASA Glenn Research Center, Cleveland 44135, Ohio, USA munikrishnanagaram@oai.org This work presents an adaptive Cartesian-based hybrid grid method for computing viscous compressible flows past complex bodies. While the near body region is filled with body-fitted grids to resolve the boundary layers, the remaining computational domain is tessellated with recursively generated Cartesian mesh. The problem of handling the interface region between near body mesh and Cartesian mesh is alleviated by allowing the grid blocks to overlap. An unstructured data based cell center finite volume method is employed for updating the solution even in the overlap region. The conservation property of the present overlap mesh scheme is numerically demonstrated even for the flows involving discontinuities. The robustness, solution accuracy and the potential of the present approach in dealing with viscous flow over complex multi-component configurations is demonstrated by solving a number of test flow cases. Nomenclature W F Ω F ˆn ˆt A σ M Re α C L C DP C Dv C D θ s b Vector of conserved variables Flux vector Cell volume Flux normal to the finite volume interface Unit normal to the finite volume interface Unit tangent to the finite volume interface Nozzle cross section area Estimate of mass loss Freestream Mach number Freestream Reynolds number Angle of incidence Lift coefficient Coefficient of pressure drag Coefficient of friction drag Coefficient of drag Flow separation angle Wake bubble length I. Introduction Inspite of the advancements made in the unstructured and Cartesian mesh-based algorithms, grid generation still remains a central problem in simulating viscous flows past complex geometries. The success of the numerical simulations hinges on the quality of the grid that models the geometry and flow, especially in viscous regions. An important issue arising with viscous flow calculations around complex configurations Post-Doctoral Fellow, NASA Glenn Research Center Senior Technologist, Aeropropulsion Division, NASA Glenn Research Center 1 of 16 Copyright 2009 by the American Institute of Aeronautics and American Astronautics, Institute Inc. All of rights Aeronautics reserved. and Astronautics

2 is how fast a suitable grid with reasonable number of computational elements can be generated? While it is a tedious task to discretize the complex flow domains with multi-zone structured meshes, the use of all tetrahedral mesh 1 leads to poor solution accuracy for simulating viscous flows. The level of automation associated with Cartesian mesh-based approaches have made them attractive for such class of flows. Despite the success shown by these methods in terms of inviscid flow computations, 2 their usage in viscous flows is yet to be realized in practice because the small cut-cells present in the viscous region close to the body 3 remains a major barrier for the Cartesian grid methods. Though the Cartesian like grid 4 generation strategy is an important development in the context of all Cartesian grid viscous calculations, it is useful to simulate laminar viscous flows past streamlined bodies. 4 Hybrid mesh-based algorithms have become a more practical option because most suitable methods can be used for tessellating both viscous and inviscid regions and merge them together into one single grid block. Within unstructured hybrid mesh approach, the viscous near-body region is filled with high aspect ratio body-fitted structured mesh involving hexahedral/prismatic elements and potential flow region is filled with tetrahedral elements. 5 8 However, in case of multiply connected domains, special efforts are required to fill the arbitrarily shaped regions with a quality tetrahedral mesh and to merge neatly with the viscous near-body mesh. 7, 8 In this context, hybrid Cartesian approach is attractive because the arbitrarily shaped regions can be filled with Cartesian mesh more efficiently rendering higher levels of automation to the grid generation process. Also, the mesh resolution near the outer boundary of the viscous near-body grid can be matched easily with the adaptive Cartesian grid. The hybrid Cartesian grid generation methods for two dimensional 9, 10 problems have existed, their extension to three dimensions is still problematic in terms of handling the non-conformal block boundaries present in the interface region between structured and Cartesian mesh blocks. In addition, referring to figure 1, tracking the grid data associated with arbitrarily shaped polyhedral volumes and the treatment of the small cut-cells in the interface region can be quite intensive for complex 3D domains. This problem may be circumvented by employing a hybrid like strategy where the viscous near-body mesh can be generated by using a projection and marching method from an undulated Cartesian grid front. 11, 12 However, in order to get good quality solution particularly close to solid boundaries, the use of conventional body-fitted grid generation 13 tools is a more suitable option for obtaining required viscous near-body mesh. Figure 1. Interface region between Cartesian and Structured grid blocks(taken from Delanaye 10 ) Motivated by the above mentioned limitations of the state of the art pertaining to Cartesian-based viscous calculations, we propose a Cartesian-based body-fitted grid strategy allowing the structured body-fitted and Cartesian mesh blocks to overlap in the interface region. We employ an unstructured data based cell center finite volume solution methodology everywhere in the domain including the overlap region, treating the entire domain as a single grid block. This involves the determination of interfacial fluxes at the faces present on the outer boundaries of Cartesian and body-fitted grid blocks. This can be accomplished by employing any of the conventional solution reconstruction procedures 14 associated with unstructured data based finite 2 of 16

3 volume methodology. The required connectivity information in the interface region is established during the pre-processing stage. It should be remarked that the present approach enjoys the advantages of both the Cartesian and overset methodologies in terms of geometric flexibility. Also, the solution is obtained using an update procedure even in the overlap region and do not require special treatment as in case of Cartesian cut-cell method or intensive interpolation involved in classical overset methodology. Apart from this, the use of unstructured data based solution methodology in the entire domain naturally permits local mesh refinement/derefinement. The two important issues associated with any overlap mesh strategy are accuracy and conservation property of the numerical solution. Systematic numerical experiments in one and two dimensions are conducted in order to study the conservation and the solution accuracy of the present Cartesian-based overlap mesh strategy. Also, the robustness and geometric flexibility of the present approach are demonstrated by solving representative test flow cases. The paper is organised as follows. The grid generation and pre-processing is summarized in section 2. The solution methodology is presented in section 3. While the analysis pertaining to the conservation property of the present approach is presented in section 4, the numerical results are presented in section 5. Concluding remarks along with the future directions are presented in section 5. II. Hybrid Cartesian Grid Generation The hybrid Cartesian mesh generation technique consists of the following steps: a. Overlapped structured grid blocks b. Deleting certain region of overlap c. Recursively generated Cartesian grid d. Hybrid Cartesian overlap grid Figure 2. Stages in generating hybrid Cartesian overlap grid 1. High aspect ratio body-fitted structured grid blocks are generated around each component of the geometry using any of the conventional structured mesh generators, 13 allowing them to overlap, as 3 of 16

4 shown in figure 2a. 2. The regions of overlap between different structured grid blocks are identified and certain portion of overlap is deleted using a gap cutting algorithm based on some geometric criteria, 9, 10 as shown in figure 2b. 3. A Cartesian mesh is generated around the outer layer of the structured grid block(hereafter termed as structured grid front) by recursively dividing a master cell enclosing the entire computational domain as shown in figure 2c. In the figure, green line indicates the structured grid front. 4. Final grid is obtained by deleting the Cartesian cells that are completely submerged inside the structured grid front as shown in figure 2d. The grid data corresponding to whole domain is collected in an unstructured format suitable for the cell center finite volume flow solver. As stated earlier, the body-fitted and Cartesian grid blocks communicate through the interfacial flux computation at the faces present on the outer boundaries. For this purpose, the required connectivity information is established as follows: A face falling on the Cartesian grid front and structured grid front is shared by only one cell. For the face present on the Cartesian grid front, a donor cell is identified from the structured grid block in the following way, for defining the other state. Referring to figure 3.a, a set of cells where the unit vector along the line joining face mid-point and cell centroid, Jj makes an angle less than pre-defined value(30 o 50 o ) with the unit normal ˆn to the face J are identified. From this set, a cell centroid j which is closest to the mid-point Cartesian face is chosen. Similarly, for the face falling on the structured grid front, a cell centroid is identified from the Cartesian grid block. Also, the solution reconstruction procedure employed in the present work requires to obtain the solution values at the mesh vertices using the values available at the cell centroids. This necessitates the identification of support cells for the vertices as shown in figure 3.b. For the vertices falling on the outer boundary of a given block, the donor cells associated with the faces passing through the vertex under consideration are also included in the support set. a. Donor Cell identification for Cartesian grid front face b. Support cells for mesh vertex Figure 3. Neighbourhood identification III. Solution Methodology The compressible Navier-Stokes equations in conservation form can be written as, W t +. F = 0, (1) 4 of 16

5 where, W is the state vector and F is the flux vector. Expressing the above equation in integral form over an arbitrary finite volume Ω i, the following space discretized equation can be obtained: dw dt = 1 F J S J. (2) Ω i In the above equation, J refers to the interface between the cell i and its neighbouring cell j, F J is the flux normal to the J th interface and S J is the area of the J th interface. The solution is updated using a matrix-free implicit time integration procedure. 15 Inviscid flux discretization In the finite volume method, for the purpose of solution reconstruction, we need the gradient information at the cell centroids. In the present work, Green-Gauss theorem based linear reconstruction procedure 14 is employed. This choice has been made due to the higher levels of robustness the reconstruction procedure offers in case of meshes involving high aspect ratio and stretched cells typically encountered in resolving turbulent boundary layers. 14 It involves the solution values at the mesh vertices besides the solution values available at the cell centroids. The solution values at the mesh vertices are obtained by employing a linearity-preserving weighted average procedure, pseudo-laplacian. 16 Assuming a linear variation of the solution in the cell, the left and right states are defined at the face mid-point. A suitable upwind scheme can be used for computing inviscid fluxes. Viscous flux discretization The interfacial viscous fluxes require the solution gradients at the face mid-point besides the solution val- J Figure 4. Typical Finite Volume Interface: Viscous Discretization ues. Here we employ a gradient interpolation strategy which is also linked to the solution reconstruction at the cell centroids. The gradients are computed as a vector sum of the normal and tangential components. Consider a finite volume interface J shared by two cells represented by their centroids i and j as shown in figure 4. Let r be the vector connecting the left and right cell centroids of the face J. Also, ˆn and ˆt are the unit vectors in the normal and tangential directions to the face respectively. The gradient(say for any scalar φ) in the normal direction is computed using Strang s strategy 17 as follows: φ (n) = φ j φ i. (3) ˆn. r An interesting feature of this procedure is that the method is found to be positive and satisfies discrete maximum principle when applied to a Laplace equation. 14 The use of a positive procedure renders the code required robustness when simulating turbulent flows. The tangential component is computed as an average of the already available cell wise gradients(from linear reconstruction) 18 i.e., φ (t) = 1 2 [ φi. t + φ j. t ]. (4) 5 of 16

6 The face gradients are given by the relation, φ J = φ (n)ˆn + φ (t)ˆt. (5) The solution values at the face mid-point are simply obtained by averaging the values available at the vertices constituting that face. The faces falling on the outer boundary of the body-fitted and Cartesian grid blocks in the overlap region are also treated similar to the faces present in the interior. The interfacial fluxes are computed using the procedures described above. IV. Conservation Study One of the important issues associated with overlap mesh-based numerical scheme is conservation property. While finite volume scheme on non-overlapping mesh is conservative because of the telescopic collapse of the flux integral on the volume interface, it is not the case with overlap mesh. Conservation property of the hybrid Cartesian overlap mesh is studied here by systematically employing a series of numerical experiments. Two internal flow test cases are considered for the analysis. Conservation implies, mass inflow into the domain is same as the mass outflow at steady state. Any difference in the mass flow indicates the numerical source/sink associated with the numerical scheme. This difference(σ) is employed as an indicator for the loss of conservation of the numerical scheme and monitored with grid refinement. It should be remarked that this difference would be comparable to the residue defined on the mass(at the time of declaring convergence) in case of finite volume scheme on non-overlapping mesh. Starting from a coarse grid, fine grids are obtained by successive isotropic refinement of all the cells present in the computational domain. Numerical results are obtained using the van Leer 19 scheme. Venkatakrishnan s limiter 20 is employed for preserving solution monotonicity. IV.A. Case A: Quasi 1D flow through a nozzle This is an ideal test case for studying the conservation of the numerical scheme. Quasi 1D Euler equations are solved for computing flow through a nozzle with area variation: A = x x 0.5, (6) with stagnation pressure = Pa and stagnation temperature = 300 K. The exit pressure is specified such that a normal shock forms in the divergent portion of the nozzle at x = The domain is filled with two overlapping grids such that the normal shock forms in the overlap region. The base grid(level 0) has 20 cells. Fine meshes are obtained by successive refinement of this base grid. At the inflow boundary, subsonic inlet boundary condition is imposed. At the outflow boundary, exit pressure is specified, density and velocity are obtained from within. The quantity, log(σ) is plotted against log(dx), where dx is a mean grid spacing, in figure 5a. The slope of the best line fit is: σ O( x 2.6 ) as x 0. (7) This result amply demonstrates the conservation property of the overlap mesh-based numerical scheme because the value of σ decays to zero with grid refinement. The L 2 norm of the error in Mach number distribution in the nozzle also decreases with grid refinement as shown in figure 5b. The convergence rate associated with overlap mesh is comparable with the convergence rate corresponding to the non-overlapped mesh with similar resolution. Figure 5c presents the Mach number variation. The solution on the base(level 0) grid has error of O( x) = O(0.1), giving an inaccurate representation of shock location and strength. It can be seen that the numerical solution obtained using overlapped mesh converges towards the exact solution with grid refinement, re-assuring the conservation property of the overlap mesh scheme. IV.B. Supersonic Flow Case B: Flow through a channel This test case involves a supersonic flow(m = 1.4) in a channel with a circular arc bump on the lower wall and this case is used in the work of Ni. 21 The height of the channel is equal to the length of the bump 6 of 16

7 a. Estimate of mass loss(σ) b. l2 error in Mach number c. Mach number variation Figure 5. Quasi 1D Nozzle Flow and the thickness-to-chord ratio of the bump is 4%. Mirror boundary condition is imposed on the lower and upper walls. Supersonic inlet and supersonic outlet boundary conditions are imposed. Figure 6a shows the base grid(level 0) which has 638 number of cells. A structured mesh with three layers is generated around the bump and the rest of the domain is filled with recursively generated Cartesian mesh, allowing them to overlap. The meshes are overlapped such that the region of overlap intersects with the important features of the flow. A zoomed view of the grid in the overlap region is shown in figure 6b. It can be seen that the mesh is quite complex in the region of overlap. This grid is subjected to four levels of refinement and the last level grid has 163,328 cells. For solution comparison, a non-overlap mesh with similar resolution as overlap one is generated as shown in figure 6c. This grid has 717 cells and it is also subjected to four levels of refinement. Mach number contours obtained using different levels of overlap grid are compared with the solutions obtained on different levels of non-overlap grid in figures 6d to 6i. Solutions look identical on the overlap and non-overlap meshes. It can be clearly seen that the flow features on the coarse grid becomes sharper on the finer ones. The Mach number variation along the lower wall for different levels of overlap mesh is compared with the solution obtained using non-overlap meshes in figure 7a. In case of overlap mesh also, the shocks are predicted with right strength and at correct locations. In figure 7b, the value, log(σ)( estimate of mass loss) is plotted against a mean grid spacing, log(1/nc), where nc is the number of cells in the computational domain at a given level. The estimate of mass loss is comparable with an estimate of the discretization error(associated with the interpolation in the overlap region) h 2, where h is the length of the largest edge falling in the overlap region. This indicates that the error associated with conservation is proportional to the discretization error. This result also, clearly demonstrates the conservation property of the present hybrid Cartesian overlap mesh scheme because the 7 of 16

8 value of σ decreases at least as fast as grid spacing does, even when discontinuities are present. a. Level 0 overlap grid b. zoomed view c. Level 0 non-overlap grid near leading edge of circular arc d. Level 0 overlap grid: 638 cells e. Level 0 non-overlap grid: 717 cells f. Level 2 overlap grid: 10,208 cells g. Level 2 non-overlap grid: 11,472 cells h. Level 4 overlap grid: 163,328 cells i. Level 4 non-overlap grid: 183,552 cells Mach number contours [ min=1.0, =0.03,max=1.7] Figure 6. Supersonic Flow over Circular Arc Bump: M = 1.4 Subsonic Flow In order to verify the solution accuracy and conservation property of the hybrid Cartesian overlap mesh strategy for a smooth flow, a subsonic flow(m =0.6) over circular arc bump is simulated. The grids used in the supersonic flow test case are employed. The Mach number variation along the lower wall obtained using level 3 overlap mesh is compared with the solution obtained using non-overlapping mesh in figure 8a and no discernible difference is found. The mass loss decreases with grid refinement as shown in figure 8b. Also, the mass loss is found to be smaller compared to the values obtained for supersonic case. Mach number contours obtained using both overlap and non-overlap mesh are displayed in figures 8c and 8d respectively. V. Results and Discussions The efficacy of the present approach is demonstrated by solving standard inviscid and viscous flow problems. The test cases are chosen with the aim of evaluating the robustness, accuracy of the solution methodology and efficacy of the present hybrid Cartesian approach in dealing with complex geometries. The 8 of 16

9 a. Mach number variation along the lower wall b. Estimate of mass loss(σ) Figure 7. Supersonic Flow over Circular Arc Bump: M = 1.4 a. Mach number variation along the lower wall b. Estimate of mass loss(σ) c. Level 3 overlap grid: 40,832 cells d. Level 3 non-overlap grid: 45,888 cells Mach number contours [ min=0.46, =0.011,max=0.7] Figure 8. Subsonic Flow over Circular Arc Bump: M = of 16

10 details of the test cases and grids used are shown in table 1. Inviscid interfacial fluxes are computed using van Leer 19 scheme in case of inviscid flows. Roe 22 scheme is used for viscous flow test cases. Spalart-Almaras 23 one equation turbulence model is implemented for computing turbulent flows. On the wall boundary, no slip, adiabatic boundary conditions are imposed and pressure is extrapolated from the interior. A Riemann invariant based characteristic boundary condition is employed at the farfield. Case Geometry M Re α Number of number of Reference cells wall points data 1 NACA o AGARD 24 2 Circular Tritton 25 Cylinder Ratnesh 26 3 NASA x o Omar 27 5 element Airfoil 4 Circular x (Level 0) 40 Bashkin 28 Cylinder 35301(Level 2) 240 Table 1. Test Cases: Details of Freestream Conditions and Point Distribution V.A. Case 1: Inviscid Transonic flow past NACA 0012 Airfoil This is a standard AGARD 24 test case where a transonic flow past NACA 0012 airfoil is simulated. The freestream conditions are M = 0.85, α = 1 o. A hybrid Cartesian overlap mesh is generated and it consists of 8,982 cells. A zoomed view of the grid is shown in figure 9a. The wall pressure distribution is compared with the pressure distribution obtained using a non-overlapping structured mesh(200x60 cells) in figure 9b. The Mach number contours for both meshes are displayed in figure 9c. The results bring out the fact that the jumps across the top and bottom shocks, their locations are all captured accurately using the hybrid Cartesian mesh. The values of the computed aerodynamic coefficients are in good agreement with the AGARD 24 values as presented in table 2. Solution C L C D Hybrid Cartesian mesh Structured mesh, 200x60 cells AGARD Table 2. case 1, Lift and Drag coefficients: Transonic inviscid flow over NACA 0012 V.B. Case 2: Laminar flow past Circular Cylinder This test case involves simulating laminar flow past Circular cylinder at Re = 40 based on the diameter of the cylinder. The importance of the test case stems from the presence of wake bubble behind the cylinder. The zoomed view of the hybrid Cartesian grid used for simulation is shown in figure 10a. In order to evaluate the solution methodology used in the overlap region for predicting strong viscous features, the grid is generated such that the overlap region intersects with the wake bubble. The computed pressure and friction coefficient distribution is in reasonably good agreement with the experimental values 25 as shown in figures 10.b and 10.c respectively. The streamline plot shown in figure 10.d indicate the presence of two counter rotating vertices behind the cylinder. The predicted wake bubble length b(measured from the center of the cylinder), angle of separation θ s and drag coefficient are in good comparison with the values reported in literature 25, 26 and the comparison is given in table 3. These results indicate the ability of the present hybrid Cartesian approach in computing flows with strong viscous features. 10 of 16

11 a. Hybrid Cartesian Overlap Mesh b. Pressure distribution c. Mach number contours for overlap mesh and 200x60 Structured mesh[min=0.05, =0.07,max=1.44] Figure 9. Inviscid Flow over NACA 0012 Airfoil: M = 0.85, α = 1 o V.C. Case 3: Subsonic turbulent flow past multi-element airfoil This test case involves simulating subsonic turbulent flow past a NASA supercritical airfoil along with high lift systems. The freestream Mach number is and the Reynolds number is 2.83x10 6 with an angle of attack of 8.21 o. The high lift system contains leading edge slat and three deflected flaps, total of five elements. This test case is chosen to demonstrate the capability of the hybrid Cartesian approach for simulating flow past complex bodies. Body-fitted structured grid blocks are generated around each component allowing them to overlap. The spacing of the first grid line off the wall is 5x10 6 times the chord of the airfoil resulting in average y + value of 0.3. The structured grid block consists of 45 layers with a stretching factor of The zoomed view of the hybrid Cartesian mesh close to the body is shown in figure 11.a. Also, another zoomed view of the grid in the slotted region around first flap is shown in figure 11.b. It can be seen that the Cartesian mesh is well resolved around the outer boundary of the structured grid blocks. For the purpose of comparison, solutions are also obtained employing a multi-block structured grid with 2,86,523 number of cells. The Mach number field computed using hybrid Cartesian grid and structured grids are identical, Table 3. Solution wake bubble length, b angle of separation, θ s ( o ) C D Hrbrid Cartesian mesh References 25, Case 2: Laminar flow over circular cylinder: Wake bubble length, angle of separation and drag coefficients 11 of 16

12 a. Hybrid Cartesian Overlap Mesh b. Pressure distribution c. Skin friction Coefficient d. Streamlines Figure 10. Case 2, Laminar Flow over Circular Cylinder: M = 0.1, Re = 40 as can be seen from figures 11.c and 11.d respectively. The streamlines shown in figures 12.a and 12.b indicate the presence of separation bubble in the lower surface of the airfoil in the slotted region between main airfoil and first flap. Figure 12.c shows the skin friction coefficient distribution on the main airfoil close to the flow separation region. From the zero crossover of the friction coefficient values, it can be seen that the flow separation and reattachment points are in accurate comparison with values corresponding to structured mesh. It should be emphasized that even when the meshes are allowed to overlap in the region where viscous features are dominant, the present approach can compute the flow features quite accurately. The wall pressure distribution is in good comparison with the profile obtained using multi-block structured grid and experiments 27 in figure 12.d. Also, the aerodynamic coefficients are in good agreement with the values obtained using structured grid and experiments 27 as shown in table 4. Table 4. Solution C L C Dp C Dv C D Hybrid Cartesian mesh Multi-Block Structured mesh Omar Case 3, Lift and Drag coefficients: Subsonic turbulent flow over multi-element airfoil 12 of 16

13 a. Hybrid Cartesian Overlap Mesh: Zoomed view b. Closed view in the slotted region c. Mach field: Hybrid Cartesian grid d. Mach field: Multi-block structured grid Figure 11. Case 3, Subsonic turbulent flow over multi-element airfoil: M = 0.201, Re = 2.83x10 6, α = 8.21 o V.D. Case 4: Supersonic turbulent flow past cylinder In this case, a supersonic turbulent flow past circular cylinder at freestream Mach number 1.7 and Reynolds number 2x10 5 has been considered as a formidable test case for the proposed overlap mesh strategy. A rectangular computational domain is considered with dimensions [ 8D, 9D]x[0, 8.5D], D being the diameter of the cylinder. A base grid(level 0) with 4137 number of cells is employed as shown in figure 13.a. Again, to test the accuracy of the solution procedure, the body-fitted and Cartesian grid blocks are overlapped in the region of strong flow features. This grid is further subjected to two levels of solution based refinement and the level 2 grid is shown in figure 13.c. The cells are identified for refinement by employing curl and divergence of velocity field as the sensors. Mach number field for level 0 and level 2 grids are shown in figures 13.d and 13.e. For the considered freestream M, a bow shock is formed upstream of the cylinder; the subsonic flow at the front stagnation region accelerates to supersonic flow region and envelops a subsonic recirculation region behind the cylinder. Mach number field indicates that these flow features are captured sharply on the adapted grid. The computed position of the separation point and drag coefficient are compared with experiment values 28 in table 5. In the computations, a delay in the flow separation is observed. This aspect is verified by employing a structured grid(21,600 cells) and the delay in the flow separation is noticed. The surface pressure distributions for hybrid Cartesian and structured meshes are compared with experimental values 28 in figure 14.a. While the two solutions overlap, as expected, the agreement with experiments is not satisfactory in the recirculation region. The friction coefficient distribution for hybrid Cartesian mesh is identical with the results obtained using structured grid as plotted in figure 14.b. The discrepancy in the flow separation needs to be verified with more sophisticated turbulence model because this test case is 13 of 16

14 c. Streamlines: Hybrid Cartesian grid d. Streamlines: Multi-block structured grid c. Friction coefficient distribution d. Pressure distribution Figure 12. Case 3, Subsonic turbulent flow over multi-element airfoil: M = 0.201, Re = 2.83x10 6, α = 8.21 o computed in the literature 28, 29 using k ω turbulence model. Table 5. Solution angle of separation, θ s ( o ) C D Hybrid Cartesian mesh, Level Structured mesh Reference Case 4: Supersonic turbulent flow over cylinder: angle of separation and drag coefficients VI. Conclusions In the present work, we have proposed a Cartesian-based body-fitted adaptive method with an aim at computing viscous flows past complex industrial configurations. The viscous near-body region is filled with a high aspect ratio body-fitted grid and the inviscid flow region is filled with an adaptive Cartesian mesh, allowing them to overlap in the interface region. We have employed an unstructured data based finite volume methodology for the solution update even in the overlap region. The present approach may be considered as a blending of both Cartesian and overset methodologies. While harnessing the efficiency and higher levels of automation rendered by adaptive Cartesian meshes, the procedure also enjoys the geometric flexibility associated with overset methodologies. On one hand, the use of overlap strategy completely alleviates the problems in terms of handling interface region between viscous near body mesh and Cartesian grid blocks. On the other hand, the use of unstructured data based finite volume update procedure in the overlap region does not involve intensive interpolation method and makes local mesh refinement straightforward to carry 14 of 16

15 a. Level 0 b. Level 0: Zoomed View c. Level 2 Hybrid Cartesian mesh d. Level 0 e. Level 2 Mach field: Hybrid Cartesian mesh Figure 13. Case 4, Supersonic turbulent flow over cylinder: M = 1.7, Re = 2.0x10 5 out. The conservation property of the overlap mesh scheme is studied by conducting numerical experiments, which have confirmed grid convergence with a rate proportional to the discretization error and improvement in the conservation with mesh refinement. The accuracy and robustness of the present approach is tested by solving a number of representative test cases. The turbulent flow around a five-element airfoil is simulated to demonstrate the potential of the hybrid Cartesian approach to complex multi-component geometries. Logically next step is to extend the procedure for computing flow past 3D real life configurations. Acknowledgements The first author acknowledges the NASA Postdoctoral Program administered by Oak Ridge Associated Universities, Tennessee for funding the work presented in this paper. We thank Mr. Ravindra, Simulation and Innovation Engineering Solutions, Bangalore, India for providing us the multi-block structured grid for five element airfoil configuration. References 1 Marcum D., Generation of Unstructured Grids for Viscous Flow Applications, AIAA Paper , Aftosmis M.J., Berger M.J. and Melton J.E., Robust and Efficient Cartesian mesh generation for component-based geometry, AIAA Journal, Vol. 36, No. 6, pp , June Coirier W.J., An Adaptively-refined, Cartesian cell based scheme for the Euler and Navier-Stokes equations, Ph.D. Dissertation, The University of Michigan, Mondal P., N. Munikrishna and N. Balakrishnan, Cartesian like grids using a novel grid stitching algorithm for viscous flow computations, AIAA Journal of Aircraft, Vol. 44, No. 5, p.1598, Kallinderis Yannis, Khawaja Aly and McMorris Harlan, Hybrid prismatic/tetrahedral grid generation for viscous flows around complex geometries, AIAA Journal, Vol. 34, No. 2, pp , February of 16

16 a. Pressure distribution b. Friction Coefficient distribution Figure 14. Case 4, Supersonic turbulent flow over cylinder: M = 1.7, Re = 2.0x Yasushi Ito, Alan M. Shih, Bharat K. Soni and Kazuhiro Nakahashi, An approach to generate high quality unstructured hybrid meshes, AIAA Paper , Martineau D.G., Stokes S., Munday S.J., Jackson A.P., Gribben B.J. and Verhoeven N.A., Anisotropic hybrid mesh generation for industrial RANS applications, AIAA Paper Zheng Y. and Liou M.S., A novel approach of three-dimensional hybrid grid methodology, Part I: Grid Generation, Computer Methods in Applied Mechanics and Engineering, Vol. 192, No , pp , Philippe G., An implicit upwind finite volume method for compressible turbulent flows on unstructured meshes, Ph.D. Thesis, University De Liege, April Delanaye Michel, Aftosmis M.J., Berger M.J., Liu Y. and Pulliam T.H., Automatic Hybrid-Cartesian grid generation for high Reynolds number flows around complex geometries, AIAA Paper , Wang Z.J. and Chen R.F., Anisotropic Solution-Adaptive Viscous Cartesian grid method for turbulent flow simulations, AIAA Journal, Vol. 40, No. 10, pp , Smith R.J. and Leschziner M.A., Automatic Grid Generation for complex geometries, Aeronautical Journal, Vol. 100, No. 991, pp. 7-14, Jan Chan W.M. and Steger J.L., Enhancements of a three-dimensional hyperbolic grid generation scheme, Applied Mathematics and Computations, No. 1, Vol. 51, pp , Munikrishna N., On Viscous Flux Discretization Procedures for Cell Center Finite Volume and Meshless Solvers, Ph.D. Thesis, Department of Aerospace Engineering, Indian Institute of Science, Bangalore, India, June Shende N. and N. Balakrishnan, A new migratory memory algorithm (MMA) for unstructured implicit finite volume codes, AIAA Journal, No. 9, Volume 42, pp , Holmes D.G. and Connel S.D., Solution of the 2D Navier-Stokes equations on unstructured adaptive grids, AIAA Paper , Strang W.Z., Tomaro R.F. and Grismer M.J., The defining methods of Cobalt60: A parallel, implicit unstructured Euler/Navier-Stokes flow solver, AIAA Paper , Wang Z.J., A quadtree-based adaptive Cartesian/quad grid flow solver for Navier-Stokes equations, Computers and Fluids, Vol. 27, No. 4, pp , Van Leer B., Flux vector splitting for Euler equations, ICASE Report No , NASA Langley Research Center, Hampton, Virginia, Venkatakrishnan V., Convergence to steady state solutions of the Euler equations on unstructured grids with limiters, Journal of Computational Physics, Volume 118, pp , Ni Ron-Ho, A Multiple-Grid Scheme for Solving the Euler Equations, AIAA Journal, Vol. 20, No. 11, p.1565, Roe Philip L., Approximate Riemann solvers, parameter vectors and difference schemes, Journal of Computational Physics, Volume 43, pp , Spalart P.R. and Allmaras S.R., A one equation turbulence model for aerodynamic flows, AIAA Paper No AGARD, Test cases for inviscid flow field methods, AR 211, Report of Fluid Dynamics Panel Working Group 07, Tritton D.J., Experiments on the flow past a circular cylinder at low Reynolds numbers, Journal of Fluid Mechanics, Vol. 6, pp , Ratnesh K. S., Mahidhar T. and Xiaolin Zhong, Very high-order compact finite difference schemes on non-uniform grids for incompressible Navier-Stokes equations, Journal of Computational Physics, Vol. 224, pp , Omar E., Zierten T., Hahn M., Szpiro E. and Mahal A., Two-Dimensional Wind Tunnel Tests of a NASA Supercritical Airfoil with Various High Lift Systems,Volume 2, Test Data, NASA CR-2215, September Bashkin V.A., Vaganov A.V., Egorov I.V., Ivanov D.V., Ignatova GA, Comparison of calculated and experimental data on supersonic flow past a circular cylinder, Fluid Dynamics 2002, Vol. 37, No.3, pp , De Palma P., de Tullio M.D., Pascazio G. and Napolitano M., An immersed-boundary method for compressible viscous flows, Computers and Fluids, Vol. 35, pp , of 16

Introduction to ANSYS CFX

Introduction to ANSYS CFX Workshop 03 Fluid flow around the NACA0012 Airfoil 16.0 Release Introduction to ANSYS CFX 2015 ANSYS, Inc. March 13, 2015 1 Release 16.0 Workshop Description: The flow simulated is an external aerodynamics

More information

Debojyoti Ghosh. Adviser: Dr. James Baeder Alfred Gessow Rotorcraft Center Department of Aerospace Engineering

Debojyoti Ghosh. Adviser: Dr. James Baeder Alfred Gessow Rotorcraft Center Department of Aerospace Engineering Debojyoti Ghosh Adviser: Dr. James Baeder Alfred Gessow Rotorcraft Center Department of Aerospace Engineering To study the Dynamic Stalling of rotor blade cross-sections Unsteady Aerodynamics: Time varying

More information

The Development of a Navier-Stokes Flow Solver with Preconditioning Method on Unstructured Grids

The Development of a Navier-Stokes Flow Solver with Preconditioning Method on Unstructured Grids Proceedings of the International MultiConference of Engineers and Computer Scientists 213 Vol II, IMECS 213, March 13-15, 213, Hong Kong The Development of a Navier-Stokes Flow Solver with Preconditioning

More information

Case C3.1: Turbulent Flow over a Multi-Element MDA Airfoil

Case C3.1: Turbulent Flow over a Multi-Element MDA Airfoil Case C3.1: Turbulent Flow over a Multi-Element MDA Airfoil Masayuki Yano and David L. Darmofal Aerospace Computational Design Laboratory, Massachusetts Institute of Technology I. Code Description ProjectX

More information

Introduction to CFX. Workshop 2. Transonic Flow Over a NACA 0012 Airfoil. WS2-1. ANSYS, Inc. Proprietary 2009 ANSYS, Inc. All rights reserved.

Introduction to CFX. Workshop 2. Transonic Flow Over a NACA 0012 Airfoil. WS2-1. ANSYS, Inc. Proprietary 2009 ANSYS, Inc. All rights reserved. Workshop 2 Transonic Flow Over a NACA 0012 Airfoil. Introduction to CFX WS2-1 Goals The purpose of this tutorial is to introduce the user to modelling flow in high speed external aerodynamic applications.

More information

Available online at ScienceDirect. Procedia Engineering 99 (2015 )

Available online at   ScienceDirect. Procedia Engineering 99 (2015 ) Available online at www.sciencedirect.com ScienceDirect Procedia Engineering 99 (2015 ) 575 580 APISAT2014, 2014 Asia-Pacific International Symposium on Aerospace Technology, APISAT2014 A 3D Anisotropic

More information

Case C1.3: Flow Over the NACA 0012 Airfoil: Subsonic Inviscid, Transonic Inviscid, and Subsonic Laminar Flows

Case C1.3: Flow Over the NACA 0012 Airfoil: Subsonic Inviscid, Transonic Inviscid, and Subsonic Laminar Flows Case C1.3: Flow Over the NACA 0012 Airfoil: Subsonic Inviscid, Transonic Inviscid, and Subsonic Laminar Flows Masayuki Yano and David L. Darmofal Aerospace Computational Design Laboratory, Massachusetts

More information

Modeling External Compressible Flow

Modeling External Compressible Flow Tutorial 3. Modeling External Compressible Flow Introduction The purpose of this tutorial is to compute the turbulent flow past a transonic airfoil at a nonzero angle of attack. You will use the Spalart-Allmaras

More information

Ail implicit finite volume nodal point scheme for the solution of two-dimensional compressible Navier-Stokes equations

Ail implicit finite volume nodal point scheme for the solution of two-dimensional compressible Navier-Stokes equations Ail implicit finite volume nodal point scheme for the solution of two-dimensional compressible Navier-Stokes equations Vimala Dutta Computational and Theoretical Fluid Dynamics Division National Aerospace

More information

SHOCK WAVES IN A CHANNEL WITH A CENTRAL BODY

SHOCK WAVES IN A CHANNEL WITH A CENTRAL BODY SHOCK WAVES IN A CHANNEL WITH A CENTRAL BODY A. N. Ryabinin Department of Hydroaeromechanics, Faculty of Mathematics and Mechanics, Saint-Petersburg State University, St. Petersburg, Russia E-Mail: a.ryabinin@spbu.ru

More information

NUMERICAL 3D TRANSONIC FLOW SIMULATION OVER A WING

NUMERICAL 3D TRANSONIC FLOW SIMULATION OVER A WING Review of the Air Force Academy No.3 (35)/2017 NUMERICAL 3D TRANSONIC FLOW SIMULATION OVER A WING Cvetelina VELKOVA Department of Technical Mechanics, Naval Academy Nikola Vaptsarov,Varna, Bulgaria (cvetelina.velkova1985@gmail.com)

More information

Application of Wray-Agarwal Turbulence Model for Accurate Numerical Simulation of Flow Past a Three-Dimensional Wing-body

Application of Wray-Agarwal Turbulence Model for Accurate Numerical Simulation of Flow Past a Three-Dimensional Wing-body Washington University in St. Louis Washington University Open Scholarship Mechanical Engineering and Materials Science Independent Study Mechanical Engineering & Materials Science 4-28-2016 Application

More information

EXPLICIT AND IMPLICIT TVD AND ENO HIGH RESOLUTION ALGORITHMS APPLIED TO THE EULER AND NAVIER-STOKES EQUATIONS IN THREE-DIMENSIONS RESULTS

EXPLICIT AND IMPLICIT TVD AND ENO HIGH RESOLUTION ALGORITHMS APPLIED TO THE EULER AND NAVIER-STOKES EQUATIONS IN THREE-DIMENSIONS RESULTS EXPLICIT AND IMPLICIT TVD AND ENO HIGH RESOLUTION ALGORITHMS APPLIED TO THE EULER AND NAVIER-STOKES EQUATIONS IN THREE-DIMENSIONS RESULTS Edisson Sávio de Góes Maciel, edissonsavio@yahoo.com.br Mechanical

More information

Studies of the Continuous and Discrete Adjoint Approaches to Viscous Automatic Aerodynamic Shape Optimization

Studies of the Continuous and Discrete Adjoint Approaches to Viscous Automatic Aerodynamic Shape Optimization Studies of the Continuous and Discrete Adjoint Approaches to Viscous Automatic Aerodynamic Shape Optimization Siva Nadarajah Antony Jameson Stanford University 15th AIAA Computational Fluid Dynamics Conference

More information

Case C2.2: Turbulent, Transonic Flow over an RAE 2822 Airfoil

Case C2.2: Turbulent, Transonic Flow over an RAE 2822 Airfoil Case C2.2: Turbulent, Transonic Flow over an RAE 2822 Airfoil Masayuki Yano and David L. Darmofal Aerospace Computational Design Laboratory, Massachusetts Institute of Technology I. Code Description ProjectX

More information

Express Introductory Training in ANSYS Fluent Workshop 04 Fluid Flow Around the NACA0012 Airfoil

Express Introductory Training in ANSYS Fluent Workshop 04 Fluid Flow Around the NACA0012 Airfoil Express Introductory Training in ANSYS Fluent Workshop 04 Fluid Flow Around the NACA0012 Airfoil Dimitrios Sofialidis Technical Manager, SimTec Ltd. Mechanical Engineer, PhD PRACE Autumn School 2013 -

More information

Estimation of Flow Field & Drag for Aerofoil Wing

Estimation of Flow Field & Drag for Aerofoil Wing Estimation of Flow Field & Drag for Aerofoil Wing Mahantesh. HM 1, Prof. Anand. SN 2 P.G. Student, Dept. of Mechanical Engineering, East Point College of Engineering, Bangalore, Karnataka, India 1 Associate

More information

Compressible Flow in a Nozzle

Compressible Flow in a Nozzle SPC 407 Supersonic & Hypersonic Fluid Dynamics Ansys Fluent Tutorial 1 Compressible Flow in a Nozzle Ahmed M Nagib Elmekawy, PhD, P.E. Problem Specification Consider air flowing at high-speed through a

More information

Evaluation of Flow Solver Accuracy using Five Simple Unsteady Validation Cases

Evaluation of Flow Solver Accuracy using Five Simple Unsteady Validation Cases Evaluation of Flow Solver Accuracy using Five Simple Unsteady Validation Cases Bradford E. Green, Ryan Czerwiec Naval Air Systems Command, Patuxent River, MD, 20670 Chris Cureton, Chad Lillian, Sergey

More information

Abstract. Introduction

Abstract. Introduction EULER SOLUTIONS AS LIMIT OF INFINITE REYNOLDS NUMBER FOR SEPARATION FLOWS AND FLOWS WITH VORTICES Wolfgang Schmidt and Antony Jameson Dornier GmbH, D-7990 Friedrichshafen, FRG and Princeton University,

More information

Numerical Analysis of the Bleed Slot Design of the Purdue Mach 6 Wind Tunnel

Numerical Analysis of the Bleed Slot Design of the Purdue Mach 6 Wind Tunnel 43rd AIAA Aerospace Sciences Meeting and Exhibit, Jan 10 13, Reno, Nevada Numerical Analysis of the Bleed Slot Design of the Purdue Mach 6 Wind Tunnel Ezgi S. Taskinoglu and Doyle D. Knight Dept of Mechanical

More information

A Hybrid Cartesian Grid and Gridless Method for Compressible Flows

A Hybrid Cartesian Grid and Gridless Method for Compressible Flows rd AIAA Aerospace Sciences Meeting and Exhibit,, January 5, Reno, Nevada A Hybrid Cartesian Grid and Gridless Method for Compressible Flows Hong Luo and Joseph D. Baum Science Applications International

More information

On the high order FV schemes for compressible flows

On the high order FV schemes for compressible flows Applied and Computational Mechanics 1 (2007) 453-460 On the high order FV schemes for compressible flows J. Fürst a, a Faculty of Mechanical Engineering, CTU in Prague, Karlovo nám. 13, 121 35 Praha, Czech

More information

Mid-Year Report. Discontinuous Galerkin Euler Equation Solver. Friday, December 14, Andrey Andreyev. Advisor: Dr.

Mid-Year Report. Discontinuous Galerkin Euler Equation Solver. Friday, December 14, Andrey Andreyev. Advisor: Dr. Mid-Year Report Discontinuous Galerkin Euler Equation Solver Friday, December 14, 2012 Andrey Andreyev Advisor: Dr. James Baeder Abstract: The focus of this effort is to produce a two dimensional inviscid,

More information

A higher-order finite volume method with collocated grid arrangement for incompressible flows

A higher-order finite volume method with collocated grid arrangement for incompressible flows Computational Methods and Experimental Measurements XVII 109 A higher-order finite volume method with collocated grid arrangement for incompressible flows L. Ramirez 1, X. Nogueira 1, S. Khelladi 2, J.

More information

An Investigation of Directional-Coarsening And Line-Implicit Smoothing Applied to Agglomeration Multigrid

An Investigation of Directional-Coarsening And Line-Implicit Smoothing Applied to Agglomeration Multigrid An Investigation of Directional-Coarsening And Line-Implicit Smoothing Applied to Agglomeration Multigrid J. V. Lassaline Ryerson University 35 Victoria St, Toronto, ON, M5B 2K3, Canada D. W. Zingg University

More information

The Role of the Kutta-Joukowski Condition in the Numerical Solution of Euler Equations for a Symmetrical Airfoil.

The Role of the Kutta-Joukowski Condition in the Numerical Solution of Euler Equations for a Symmetrical Airfoil. The Role of the Kutta-Joukowski Condition in the Numerical Solution of Euler Equations for a Symmetrical Airfoil. M.Z. Dauhoo Dept. of Math, University of Mauritius, Rep. of Mauritius. E-mail : m.dauhoo@uom.ac.mu

More information

Investigation of cross flow over a circular cylinder at low Re using the Immersed Boundary Method (IBM)

Investigation of cross flow over a circular cylinder at low Re using the Immersed Boundary Method (IBM) Computational Methods and Experimental Measurements XVII 235 Investigation of cross flow over a circular cylinder at low Re using the Immersed Boundary Method (IBM) K. Rehman Department of Mechanical Engineering,

More information

Verification and Validation of Turbulent Flow around a Clark-Y Airfoil

Verification and Validation of Turbulent Flow around a Clark-Y Airfoil Verification and Validation of Turbulent Flow around a Clark-Y Airfoil 1. Purpose 58:160 Intermediate Mechanics of Fluids CFD LAB 2 By Tao Xing and Fred Stern IIHR-Hydroscience & Engineering The University

More information

COMPUTATIONAL FLUID DYNAMICS ANALYSIS OF ORIFICE PLATE METERING SITUATIONS UNDER ABNORMAL CONFIGURATIONS

COMPUTATIONAL FLUID DYNAMICS ANALYSIS OF ORIFICE PLATE METERING SITUATIONS UNDER ABNORMAL CONFIGURATIONS COMPUTATIONAL FLUID DYNAMICS ANALYSIS OF ORIFICE PLATE METERING SITUATIONS UNDER ABNORMAL CONFIGURATIONS Dr W. Malalasekera Version 3.0 August 2013 1 COMPUTATIONAL FLUID DYNAMICS ANALYSIS OF ORIFICE PLATE

More information

NIA CFD Seminar, October 4, 2011 Hyperbolic Seminar, NASA Langley, October 17, 2011

NIA CFD Seminar, October 4, 2011 Hyperbolic Seminar, NASA Langley, October 17, 2011 NIA CFD Seminar, October 4, 2011 Hyperbolic Seminar, NASA Langley, October 17, 2011 First-Order Hyperbolic System Method If you have a CFD book for hyperbolic problems, you have a CFD book for all problems.

More information

High-order solutions of transitional flow over the SD7003 airfoil using compact finite-differencing and filtering

High-order solutions of transitional flow over the SD7003 airfoil using compact finite-differencing and filtering High-order solutions of transitional flow over the SD7003 airfoil using compact finite-differencing and filtering Daniel J. Garmann and Miguel R. Visbal Air Force Research Laboratory, Wright-Patterson

More information

High-Lift Aerodynamics: STAR-CCM+ Applied to AIAA HiLiftWS1 D. Snyder

High-Lift Aerodynamics: STAR-CCM+ Applied to AIAA HiLiftWS1 D. Snyder High-Lift Aerodynamics: STAR-CCM+ Applied to AIAA HiLiftWS1 D. Snyder Aerospace Application Areas Aerodynamics Subsonic through Hypersonic Aeroacoustics Store release & weapons bay analysis High lift devices

More information

A DRAG PREDICTION VALIDATION STUDY FOR AIRCRAFT AERODYNAMIC ANALYSIS

A DRAG PREDICTION VALIDATION STUDY FOR AIRCRAFT AERODYNAMIC ANALYSIS A DRAG PREDICTION VALIDATION STUDY FOR AIRCRAFT AERODYNAMIC ANALYSIS Akio OCHI, Eiji SHIMA Kawasaki Heavy Industries, ltd Keywords: CFD, Drag prediction, Validation Abstract A CFD drag prediction validation

More information

Grid. Apr 09, 1998 FLUENT 5.0 (2d, segregated, lam) Grid. Jul 31, 1998 FLUENT 5.0 (2d, segregated, lam)

Grid. Apr 09, 1998 FLUENT 5.0 (2d, segregated, lam) Grid. Jul 31, 1998 FLUENT 5.0 (2d, segregated, lam) Tutorial 2. Around an Airfoil Transonic Turbulent Flow Introduction: The purpose of this tutorial is to compute the turbulent flow past a transonic airfoil at a non-zero angle of attack. You will use the

More information

Axisymmetric Viscous Flow Modeling for Meridional Flow Calculation in Aerodynamic Design of Half-Ducted Blade Rows

Axisymmetric Viscous Flow Modeling for Meridional Flow Calculation in Aerodynamic Design of Half-Ducted Blade Rows Memoirs of the Faculty of Engineering, Kyushu University, Vol.67, No.4, December 2007 Axisymmetric Viscous Flow Modeling for Meridional Flow alculation in Aerodynamic Design of Half-Ducted Blade Rows by

More information

Computational Fluid Dynamics for Engineers

Computational Fluid Dynamics for Engineers Tuncer Cebeci Jian P. Shao Fassi Kafyeke Eric Laurendeau Computational Fluid Dynamics for Engineers From Panel to Navier-Stokes Methods with Computer Programs With 152 Figures, 19 Tables, 84 Problems and

More information

A new multidimensional-type reconstruction and limiting procedure for unstructured (cell-centered) FVs solving hyperbolic conservation laws

A new multidimensional-type reconstruction and limiting procedure for unstructured (cell-centered) FVs solving hyperbolic conservation laws HYP 2012, Padova A new multidimensional-type reconstruction and limiting procedure for unstructured (cell-centered) FVs solving hyperbolic conservation laws Argiris I. Delis & Ioannis K. Nikolos (TUC)

More information

Aerodynamic Design Optimization of UAV Rotor Blades using a Genetic Algorithm

Aerodynamic Design Optimization of UAV Rotor Blades using a Genetic Algorithm Aerodynamic Design Optimization of UAV Rotor Blades using a Genetic Algorithm Hak-Min Lee 1), Nahm-Keon Hur 2) and *Oh-Joon Kwon 3) 1), 3) Department of Aerospace Engineering, KAIST, Daejeon 305-600, Korea

More information

Efficient Unstructured Mesh Flow Solver Using Hamiltonian Paths and Strand Grids

Efficient Unstructured Mesh Flow Solver Using Hamiltonian Paths and Strand Grids Efficient Unstructured Mesh Flow Solver Using Hamiltonian Paths and Strand Grids *Yong Su Jung 1), Bharath Govindarajan 2) and James Baeder 3) 1), 2), 3) Department of Aerospace Engineering, University

More information

39th AIAA Aerospace Sciences Meeting and Exhibit January 8 11, 2001/Reno, NV

39th AIAA Aerospace Sciences Meeting and Exhibit January 8 11, 2001/Reno, NV AIAA 1 717 Static Aero-elastic Computation with a Coupled CFD and CSD Method J. Cai, F. Liu Department of Mechanical and Aerospace Engineering University of California, Irvine, CA 92697-3975 H.M. Tsai,

More information

A SOLUTION ADAPTIVE MULTI-GRID EULER SOLVER ON TWO-DIMENSIONAL CARTESIAN GRIDS

A SOLUTION ADAPTIVE MULTI-GRID EULER SOLVER ON TWO-DIMENSIONAL CARTESIAN GRIDS 8 th ANKARA INTERNATIONAL AEROSPACE CONFERENCE 10-12 September 2015 - METU, Ankara TURKEY A SOLUTION ADAPTIVE MULTI-GRID EULER SOLVER ON TWO-DIMENSIONAL CARTESIAN GRIDS Emre Kara 1 and Ahmet İhsan Kutlar

More information

An efficient method for predicting zero-lift or boundary-layer drag including aeroelastic effects for the design environment

An efficient method for predicting zero-lift or boundary-layer drag including aeroelastic effects for the design environment The Aeronautical Journal November 2015 Volume 119 No 1221 1451 An efficient method for predicting zero-lift or boundary-layer drag including aeroelastic effects for the design environment J. A. Camberos

More information

An Optimization Method Based On B-spline Shape Functions & the Knot Insertion Algorithm

An Optimization Method Based On B-spline Shape Functions & the Knot Insertion Algorithm An Optimization Method Based On B-spline Shape Functions & the Knot Insertion Algorithm P.A. Sherar, C.P. Thompson, B. Xu, B. Zhong Abstract A new method is presented to deal with shape optimization problems.

More information

1.2 Numerical Solutions of Flow Problems

1.2 Numerical Solutions of Flow Problems 1.2 Numerical Solutions of Flow Problems DIFFERENTIAL EQUATIONS OF MOTION FOR A SIMPLIFIED FLOW PROBLEM Continuity equation for incompressible flow: 0 Momentum (Navier-Stokes) equations for a Newtonian

More information

Store Separation Simulation using Oct-tree Grid Based Solver

Store Separation Simulation using Oct-tree Grid Based Solver SAROD 2009 142 Symposium on Applied Aerodynamics and Design of Aerospace Vehicles (SAROD 2009) December 10-12, 2009, Bengaluru, India Store Separation Simulation using Oct-tree Grid Based Solver Saurabh

More information

Coupling of STAR-CCM+ to Other Theoretical or Numerical Solutions. Milovan Perić

Coupling of STAR-CCM+ to Other Theoretical or Numerical Solutions. Milovan Perić Coupling of STAR-CCM+ to Other Theoretical or Numerical Solutions Milovan Perić Contents The need to couple STAR-CCM+ with other theoretical or numerical solutions Coupling approaches: surface and volume

More information

A STUDY ON THE UNSTEADY AERODYNAMICS OF PROJECTILES IN OVERTAKING BLAST FLOWFIELDS

A STUDY ON THE UNSTEADY AERODYNAMICS OF PROJECTILES IN OVERTAKING BLAST FLOWFIELDS HEFAT2012 9 th International Conference on Heat Transfer, Fluid Mechanics and Thermodynamics 16 18 July 2012 Malta A STUDY ON THE UNSTEADY AERODYNAMICS OF PROJECTILES IN OVERTAKING BLAST FLOWFIELDS Muthukumaran.C.K.

More information

EFFICIENT SOLUTION ALGORITHMS FOR HIGH-ACCURACY CENTRAL DIFFERENCE CFD SCHEMES

EFFICIENT SOLUTION ALGORITHMS FOR HIGH-ACCURACY CENTRAL DIFFERENCE CFD SCHEMES EFFICIENT SOLUTION ALGORITHMS FOR HIGH-ACCURACY CENTRAL DIFFERENCE CFD SCHEMES B. Treidler, J.A. Ekaterineris and R.E. Childs Nielsen Engineering & Research, Inc. Mountain View, CA, 94043 Abstract Preliminary

More information

Modeling Unsteady Compressible Flow

Modeling Unsteady Compressible Flow Tutorial 4. Modeling Unsteady Compressible Flow Introduction In this tutorial, FLUENT s density-based implicit solver is used to predict the timedependent flow through a two-dimensional nozzle. As an initial

More information

A COUPLED FINITE VOLUME SOLVER FOR THE SOLUTION OF LAMINAR TURBULENT INCOMPRESSIBLE AND COMPRESSIBLE FLOWS

A COUPLED FINITE VOLUME SOLVER FOR THE SOLUTION OF LAMINAR TURBULENT INCOMPRESSIBLE AND COMPRESSIBLE FLOWS A COUPLED FINITE VOLUME SOLVER FOR THE SOLUTION OF LAMINAR TURBULENT INCOMPRESSIBLE AND COMPRESSIBLE FLOWS L. Mangani Maschinentechnik CC Fluidmechanik und Hydromaschinen Hochschule Luzern Technik& Architektur

More information

Limiters for Unstructured Higher-Order Accurate Solutions of the Euler Equations

Limiters for Unstructured Higher-Order Accurate Solutions of the Euler Equations Limiters for Unstructured Higher-Order Accurate Solutions of the Euler Equations Krzysztof Michalak and Carl Ollivier-Gooch Advanced Numerical Simulation Laboratory University of British Columbia Higher-order

More information

Numerical and theoretical analysis of shock waves interaction and reflection

Numerical and theoretical analysis of shock waves interaction and reflection Fluid Structure Interaction and Moving Boundary Problems IV 299 Numerical and theoretical analysis of shock waves interaction and reflection K. Alhussan Space Research Institute, King Abdulaziz City for

More information

McNair Scholars Research Journal

McNair Scholars Research Journal McNair Scholars Research Journal Volume 2 Article 1 2015 Benchmarking of Computational Models against Experimental Data for Velocity Profile Effects on CFD Analysis of Adiabatic Film-Cooling Effectiveness

More information

Supersonic Wing Design Method Using an Inverse Problem for Practical Application

Supersonic Wing Design Method Using an Inverse Problem for Practical Application 47th AIAA Aerospace Sciences Meeting Including The New Horizons Forum and Aerospace Exposition 5-8 January 29, Orlando, Florida AIAA 29-1465 Supersonic Wing Design Method Using an Inverse Problem for Practical

More information

COMPUTATIONAL AND EXPERIMENTAL INTERFEROMETRIC ANALYSIS OF A CONE-CYLINDER-FLARE BODY. Abstract. I. Introduction

COMPUTATIONAL AND EXPERIMENTAL INTERFEROMETRIC ANALYSIS OF A CONE-CYLINDER-FLARE BODY. Abstract. I. Introduction COMPUTATIONAL AND EXPERIMENTAL INTERFEROMETRIC ANALYSIS OF A CONE-CYLINDER-FLARE BODY John R. Cipolla 709 West Homeway Loop, Citrus Springs FL 34434 Abstract A series of computational fluid dynamic (CFD)

More information

TVD Flux Vector Splitting Algorithms Applied to the Solution of the Euler and Navier-Stokes Equations in Three-Dimensions Part II

TVD Flux Vector Splitting Algorithms Applied to the Solution of the Euler and Navier-Stokes Equations in Three-Dimensions Part II TVD Flux Vector Splitting Algorithms Applied to the Solution of the Euler and Navier-Stokes Equations in Three-Dimensions Part II EDISSON SÁVIO DE GÓES MACIEL IEA- Aeronautical Engineering Division ITA

More information

Profile Catalogue for Airfoil Sections Based on 3D Computations

Profile Catalogue for Airfoil Sections Based on 3D Computations Risø-R-58(EN) Profile Catalogue for Airfoil Sections Based on 3D Computations Franck Bertagnolio, Niels N. Sørensen and Jeppe Johansen Risø National Laboratory Roskilde Denmark December 26 Author: Franck

More information

STAR-CCM+ User Guide 6922

STAR-CCM+ User Guide 6922 STAR-CCM+ User Guide 6922 Introduction Welcome to the STAR-CCM+ introductory tutorial. In this tutorial, you explore the important concepts and workflow. Complete this tutorial before attempting any others.

More information

Using a Single Rotating Reference Frame

Using a Single Rotating Reference Frame Tutorial 9. Using a Single Rotating Reference Frame Introduction This tutorial considers the flow within a 2D, axisymmetric, co-rotating disk cavity system. Understanding the behavior of such flows is

More information

Grid Dependence Study of Transonic/Supersonic Flow Past NACA Air-foil using CFD Hemanth Kotaru, B.Tech (Civil Engineering)

Grid Dependence Study of Transonic/Supersonic Flow Past NACA Air-foil using CFD Hemanth Kotaru, B.Tech (Civil Engineering) Grid Dependence Study of Transonic/Supersonic Flow Past NACA Air-foil using CFD Hemanth Kotaru, B.Tech (Civil Engineering) Abstract Computational fluid dynamics is a relatively young field in engineering.

More information

Validation of an Unstructured Overset Mesh Method for CFD Analysis of Store Separation D. Snyder presented by R. Fitzsimmons

Validation of an Unstructured Overset Mesh Method for CFD Analysis of Store Separation D. Snyder presented by R. Fitzsimmons Validation of an Unstructured Overset Mesh Method for CFD Analysis of Store Separation D. Snyder presented by R. Fitzsimmons Stores Separation Introduction Flight Test Expensive, high-risk, sometimes catastrophic

More information

Application of STAR-CCM+ to Helicopter Rotors in Hover

Application of STAR-CCM+ to Helicopter Rotors in Hover Application of STAR-CCM+ to Helicopter Rotors in Hover Lakshmi N. Sankar and Chong Zhou School of Aerospace Engineering, Georgia Institute of Technology, Atlanta, GA Ritu Marpu Eschol CD-Adapco, Inc.,

More information

ANSYS FLUENT. Airfoil Analysis and Tutorial

ANSYS FLUENT. Airfoil Analysis and Tutorial ANSYS FLUENT Airfoil Analysis and Tutorial ENGR083: Fluid Mechanics II Terry Yu 5/11/2017 Abstract The NACA 0012 airfoil was one of the earliest airfoils created. Its mathematically simple shape and age

More information

A B C D E. Settings Choose height, H, free stream velocity, U, and fluid (dynamic viscosity and density ) so that: Reynolds number

A B C D E. Settings Choose height, H, free stream velocity, U, and fluid (dynamic viscosity and density ) so that: Reynolds number Individual task Objective To derive the drag coefficient for a 2D object, defined as where D (N/m) is the aerodynamic drag force (per unit length in the third direction) acting on the object. The object

More information

Modeling & Simulation of Supersonic Flow Using McCormack s Technique

Modeling & Simulation of Supersonic Flow Using McCormack s Technique Modeling & Simulation of Supersonic Flow Using McCormack s Technique M. Saif Ullah Khalid*, Afzaal M. Malik** Abstract In this work, two-dimensional inviscid supersonic flow around a wedge has been investigated

More information

Shape optimisation using breakthrough technologies

Shape optimisation using breakthrough technologies Shape optimisation using breakthrough technologies Compiled by Mike Slack Ansys Technical Services 2010 ANSYS, Inc. All rights reserved. 1 ANSYS, Inc. Proprietary Introduction Shape optimisation technologies

More information

Introduction to Aerodynamic Shape Optimization

Introduction to Aerodynamic Shape Optimization Introduction to Aerodynamic Shape Optimization 1. Aircraft Process 2. Aircraft Methods a. Inverse Surface Methods b. Inverse Field Methods c. Numerical Optimization Methods Aircraft Process Conceptual

More information

Recent & Upcoming Features in STAR-CCM+ for Aerospace Applications Deryl Snyder, Ph.D.

Recent & Upcoming Features in STAR-CCM+ for Aerospace Applications Deryl Snyder, Ph.D. Recent & Upcoming Features in STAR-CCM+ for Aerospace Applications Deryl Snyder, Ph.D. Outline Introduction Aerospace Applications Summary New Capabilities for Aerospace Continuity Convergence Accelerator

More information

LES Analysis on Shock-Vortex Ring Interaction

LES Analysis on Shock-Vortex Ring Interaction LES Analysis on Shock-Vortex Ring Interaction Yong Yang Jie Tang Chaoqun Liu Technical Report 2015-08 http://www.uta.edu/math/preprint/ LES Analysis on Shock-Vortex Ring Interaction Yong Yang 1, Jie Tang

More information

ALE Seamless Immersed Boundary Method with Overset Grid System for Multiple Moving Objects

ALE Seamless Immersed Boundary Method with Overset Grid System for Multiple Moving Objects Tenth International Conference on Computational Fluid Dynamics (ICCFD10), Barcelona,Spain, July 9-13, 2018 ICCFD10-047 ALE Seamless Immersed Boundary Method with Overset Grid System for Multiple Moving

More information

Effect of Position of Wall Mounted Surface Protrusion in Drag Characteristics At Low Reynolds Number

Effect of Position of Wall Mounted Surface Protrusion in Drag Characteristics At Low Reynolds Number ISSN (e): 2250 3005 Volume, 07 Issue, 11 November 2017 International Journal of Computational Engineering Research (IJCER) Effect of Position of Wall Mounted Surface Protrusion in Drag Characteristics

More information

Introduction to C omputational F luid Dynamics. D. Murrin

Introduction to C omputational F luid Dynamics. D. Murrin Introduction to C omputational F luid Dynamics D. Murrin Computational fluid dynamics (CFD) is the science of predicting fluid flow, heat transfer, mass transfer, chemical reactions, and related phenomena

More information

Compressible Flow Modeling in STAR-CCM+

Compressible Flow Modeling in STAR-CCM+ Compressible Flow Modeling in STAR-CCM+ Version 01/11 Content Day 1 Compressible Flow WORKSHOP: High-speed flow around a missile WORKSHOP: Supersonic flow in a nozzle WORKSHOP: Airfoil 3 27 73 97 2 Compressible

More information

PROTECTION AGAINST MODELING AND SIMULATION UNCERTAINTIES IN DESIGN OPTIMIZATION NSF GRANT DMI

PROTECTION AGAINST MODELING AND SIMULATION UNCERTAINTIES IN DESIGN OPTIMIZATION NSF GRANT DMI PROTECTION AGAINST MODELING AND SIMULATION UNCERTAINTIES IN DESIGN OPTIMIZATION NSF GRANT DMI-9979711 Bernard Grossman, William H. Mason, Layne T. Watson, Serhat Hosder, and Hongman Kim Virginia Polytechnic

More information

This is an author-deposited version published in: Eprints ID: 4362

This is an author-deposited version published in:   Eprints ID: 4362 This is an author-deposited version published in: http://oatao.univ-toulouse.fr/ Eprints ID: 4362 To cite this document: CHIKHAOUI Oussama, GRESSIER Jérémie, GRONDIN Gilles. Assessment of the Spectral

More information

Algorithmic Developments in TAU

Algorithmic Developments in TAU Algorithmic Developments in TAU Ralf Heinrich, Richard Dwight, Markus Widhalm, and Axel Raichle DLR Institute of Aerodynamics and Flow Technology, Lilienthalplatz 7, 38108, Germany ralf.heinrich@dlr.de,

More information

Computational Study of Unsteady Flows around Dragonfly and Smooth Airfoils at Low Reynolds Numbers

Computational Study of Unsteady Flows around Dragonfly and Smooth Airfoils at Low Reynolds Numbers 46th AIAA Aerospace Sciences Meeting and Exhibit 7 - January 8, Reno, Nevada AIAA 8-85 Computational Study of Unsteady Flows around Dragonfly and Smooth Airfoils at Low Reynolds Numbers H. Gao, Hui Hu,

More information

Multi-Mesh CFD. Chris Roy Chip Jackson (1 st year PhD student) Aerospace and Ocean Engineering Department Virginia Tech

Multi-Mesh CFD. Chris Roy Chip Jackson (1 st year PhD student) Aerospace and Ocean Engineering Department Virginia Tech Multi-Mesh CFD Chris Roy Chip Jackson (1 st year PhD student) Aerospace and Ocean Engineering Department Virginia Tech cjroy@vt.edu May 21, 2014 CCAS Program Review, Columbus, OH 1 Motivation Automated

More information

Numerical Simulations of Fluid-Structure Interaction Problems using MpCCI

Numerical Simulations of Fluid-Structure Interaction Problems using MpCCI Numerical Simulations of Fluid-Structure Interaction Problems using MpCCI François Thirifay and Philippe Geuzaine CENAERO, Avenue Jean Mermoz 30, B-6041 Gosselies, Belgium Abstract. This paper reports

More information

Challenges in Boundary- Layer Stability Analysis Based On Unstructured Grid Solutions

Challenges in Boundary- Layer Stability Analysis Based On Unstructured Grid Solutions Challenges in Boundary- Layer Stability Analysis Based On Unstructured Grid Solutions Wei Liao National Institute of Aerospace, Hampton, Virginia Collaborators: Mujeeb R. Malik, Elizabeth M. Lee- Rausch,

More information

Faculty of Mechanical and Manufacturing Engineering, University Tun Hussein Onn Malaysia (UTHM), Parit Raja, Batu Pahat, Johor, Malaysia

Faculty of Mechanical and Manufacturing Engineering, University Tun Hussein Onn Malaysia (UTHM), Parit Raja, Batu Pahat, Johor, Malaysia Applied Mechanics and Materials Vol. 393 (2013) pp 305-310 (2013) Trans Tech Publications, Switzerland doi:10.4028/www.scientific.net/amm.393.305 The Implementation of Cell-Centred Finite Volume Method

More information

Analysis of an airfoil

Analysis of an airfoil UNDERGRADUATE RESEARCH FALL 2010 Analysis of an airfoil using Computational Fluid Dynamics Tanveer Chandok 12/17/2010 Independent research thesis at the Georgia Institute of Technology under the supervision

More information

NASA Rotor 67 Validation Studies

NASA Rotor 67 Validation Studies NASA Rotor 67 Validation Studies ADS CFD is used to predict and analyze the performance of the first stage rotor (NASA Rotor 67) of a two stage transonic fan designed and tested at the NASA Glenn center

More information

Two-dimensional laminar shock wave / boundary layer interaction

Two-dimensional laminar shock wave / boundary layer interaction Two-dimensional laminar shock wave / boundary layer interaction J.-Ch. Robinet (), V. Daru (,) and Ch. Tenaud () () SINUMEF Laboratory, ENSAM-PARIS () LIMSI-CNRS 5, Bd. de l Hôpital, PARIS 753, France

More information

Verification of Moving Mesh Discretizations

Verification of Moving Mesh Discretizations Verification of Moving Mesh Discretizations Krzysztof J. Fidkowski High Order CFD Workshop Kissimmee, Florida January 6, 2018 How can we verify moving mesh results? Goal: Demonstrate accuracy of flow solutions

More information

Usage of CFX for Aeronautical Simulations

Usage of CFX for Aeronautical Simulations Usage of CFX for Aeronautical Simulations Florian Menter Development Manager Scientific Coordination ANSYS Germany GmbH Overview Elements of CFD Technology for aeronautical simulations: Grid generation

More information

Development of mesh refinement methods at CFD codes for computational fluid mechanics problems DIPLOMA THESIS

Development of mesh refinement methods at CFD codes for computational fluid mechanics problems DIPLOMA THESIS NATIONAL TECHNICAL UNIVERSITY OF ATHENS DEPARTMENT OF MECHANICAL ENGINEERING SECTION OF FLUID MECHANICS Development of mesh refinement methods at CFD codes for computational fluid mechanics problems DIPLOMA

More information

UNIVERSITY OF PERUGIA Engineering Department Master Degree in Mechanical Engineering Academic Year:2012/2013

UNIVERSITY OF PERUGIA Engineering Department Master Degree in Mechanical Engineering Academic Year:2012/2013 UNIVERSITY OF PERUGIA Engineering Department Master Degree in Mechanical Engineering Academic Year:2012/2013 IMMERSED BOUNDARY METHODOLOGY: AN ALTERNATIVE APROACH TO THE CFD/3D ANALYSIS. Candidate: Ledjan

More information

A High-Order Accurate Unstructured GMRES Solver for Poisson s Equation

A High-Order Accurate Unstructured GMRES Solver for Poisson s Equation A High-Order Accurate Unstructured GMRES Solver for Poisson s Equation Amir Nejat * and Carl Ollivier-Gooch Department of Mechanical Engineering, The University of British Columbia, BC V6T 1Z4, Canada

More information

Detached Eddy Simulation Analysis of a Transonic Rocket Booster for Steady & Unsteady Buffet Loads

Detached Eddy Simulation Analysis of a Transonic Rocket Booster for Steady & Unsteady Buffet Loads Detached Eddy Simulation Analysis of a Transonic Rocket Booster for Steady & Unsteady Buffet Loads Matt Knapp Chief Aerodynamicist TLG Aerospace, LLC Presentation Overview Introduction to TLG Aerospace

More information

Three dimensional meshless point generation technique for complex geometry

Three dimensional meshless point generation technique for complex geometry Three dimensional meshless point generation technique for complex geometry *Jae-Sang Rhee 1), Jinyoung Huh 2), Kyu Hong Kim 3), Suk Young Jung 4) 1),2) Department of Mechanical & Aerospace Engineering,

More information

NUMERICAL AND EXPERIMENTAL INVESTIGATIONS OF TEST MODELS AERODYNAMICS

NUMERICAL AND EXPERIMENTAL INVESTIGATIONS OF TEST MODELS AERODYNAMICS NUMERICAL AND EXPERIMENTAL INVESTIGATIONS OF TEST MODELS AERODYNAMICS A.V. Vaganov, S.M. Drozdov, S.M. Zadonsky, V.I. Plyashechnic, M.A. Starodubtsev, S.V. Chernov, V.L. Yumashev TsAGI, 140180 Zhukovsky,

More information

Estimating Vertical Drag on Helicopter Fuselage during Hovering

Estimating Vertical Drag on Helicopter Fuselage during Hovering Estimating Vertical Drag on Helicopter Fuselage during Hovering A. A. Wahab * and M.Hafiz Ismail ** Aeronautical & Automotive Dept., Faculty of Mechanical Engineering, Universiti Teknologi Malaysia, 81310

More information

Parallel Multigrid on Cartesian Meshes with Complex Geometry +

Parallel Multigrid on Cartesian Meshes with Complex Geometry + Parallel Multigrid on Cartesian Meshes with Complex Geometry + Marsha Berger a and Michael Aftosmis b and Gedas Adomavicius a a Courant Institute, New York University, 251 Mercer St., New York, NY 10012

More information

COMPARISON OF SHOCK WAVE INTERACTION FOR THE THREE-DIMENSIONAL SUPERSONIC BIPLANE WITH DIFFERENT PLANAR SHAPES

COMPARISON OF SHOCK WAVE INTERACTION FOR THE THREE-DIMENSIONAL SUPERSONIC BIPLANE WITH DIFFERENT PLANAR SHAPES 26 TH INTERNATIONAL CONGRESS OF THE AERONAUTICAL SCIENCES COMPARISON OF SHOCK WAVE INTERACTION FOR THE THREE-DIMENSIONAL SUPERSONIC BIPLANE WITH DIFFERENT PLANAR SHAPES M. Yonezawa*, H. Yamashita* *Institute

More information

ANSYS AIM Tutorial Compressible Flow in a Nozzle

ANSYS AIM Tutorial Compressible Flow in a Nozzle ANSYS AIM Tutorial Compressible Flow in a Nozzle Author(s): Sebastian Vecchi Created using ANSYS AIM 18.1 Problem Specification Pre-Analysis & Start Up Pre-Analysis Start-Up Geometry Import Geometry Mesh

More information

Supersonic and Hypersonic Flows on 2D Unstructured Context: Part IV Other Turbulence Models

Supersonic and Hypersonic Flows on 2D Unstructured Context: Part IV Other Turbulence Models Supersonic and Hypersonic Flows on 2D Unstructured Context: Part IV Other Turbulence Models EDISSON SÁVIO DE GÓES MACIEL Aeronautical Engineering Division (IEA) Aeronautical Technological Institute (ITA)

More information

AIAA A Computational Study of Subsonic Flows over A Medium Range Cargo Aircraft

AIAA A Computational Study of Subsonic Flows over A Medium Range Cargo Aircraft S AIAA 23-366 A Computational Study of Subsonic Flows over A Medium Range Cargo Aircraft 2st Applied Aerodynamic Conference 23-26 June 23 Orlando, Florida For permission to copy or to republish, contact

More information

LES Applications in Aerodynamics

LES Applications in Aerodynamics LES Applications in Aerodynamics Kyle D. Squires Arizona State University Tempe, Arizona, USA 2010 Tutorial School on Fluid Dynamics: Topics in Turbulence Center for Scientific Computation and Mathematical

More information