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Results from the 3 rd Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

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Results from the 3 rd Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver. Dimitri J. Mavriplis University of Wyoming. Overview. Description of Meshes Description of NSU3D Solver Sample performance Preliminary Sensitivity Evaluations WB and WBF Results W1 and W2 Results - PowerPoint PPT Presentation
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Results from the 3 rd Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver Dimitri J. Mavriplis University of Wyoming
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Page 1: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

Results from the 3rd Drag Prediction Workshop using the

NSU3D Unstructured Mesh Solver

Dimitri J. MavriplisUniversity of Wyoming

Page 2: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

Overview

• Description of Meshes • Description of NSU3D Solver

– Sample performance– Preliminary Sensitivity Evaluations

• WB and WBF Results• W1 and W2 Results

– Including runs performed at Cessna on 2nd family of grids

• Conclusions

Page 3: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

General Gridding Guidelines

• Grid Convergence Cases:

– DLR F6 WBF• 3 grid levels required

– DLR F6 WB • Medium grid required, coarse/fine optional

– Wing1 and Wing2• Four grid levels required

Page 4: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

General Gridding Guidelines• Grid Resolution Guidelines

– BL Region• Y+ < 1.0, 2/3, 4/9, 8/27 (Coarse,Med,Fine,VeryFine)• 2 cell layers constant spacing at wall• Growth rates < 1.25

– Far Field: 100 chords – Local Spacings (Medium grid)

• Chordwise: 0.1% chord at LE/TE• Spanwise spacing: 0.1% semispan at root/tip• Cell size on Fuselage nose, tail: 2.0% chord

– Trailing edge base:• 8,12,16,24 cells across TE Base (Coarse,Med,Fine,Veryfine)

Page 5: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

General Gridding Guidelines

• Grid Convergence Sequence– Grid size to grow ~3X for each level refinement

• 1.5X in each coordinate direction (structured)– Maintain same family of grids in sequence

• Same relative resolution/topology/growth factors– Sample sizes (DLR F6 WBF):

• 2.7M, 8M, 24M pts (structured grids)• Unstructured grids should be similar

– Cell based vs. Node Based Unstructured solvers– 5 to 6 times more tetrahedra per nodes– 2 times more prisms than nodes

Page 6: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

Available (Posted) Unstructured Grids

• VGRID (NASA Langley)– Node-Based grids NASA(W1,W2,WB,WBF)– Node-Based grids Cessna (W1,W2)– Cell Centered Grids Raytheon (WB,WBF)

• ANSYS Hybrid Meshes• Centaur (DLR, adapted) (Node Based)• AFLR3 (Boeing) (Cell Centered)• TAS (JAXA) (Node Based)• GridPro (Block-Structured/Unstructured)

Page 7: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

VGRID NASA (Node Based)

• WB:– Coarse : 5.3M pts– Medium: 14.3M pts– Fine: 40.0M pts (> 200M cells)

• WBF:– Coarse: 5.6M pts– Medium: 14.6M pts– Fine: 41.1M pts ( > 200M cells)

Page 8: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

VGRID Node Centered (NASA)

Page 9: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

VGRID Node Centered (NASA)

Page 10: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

VGRID Node Centered (NASA)

Page 11: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

NSU3D Description• Unstructured Reynolds Averaged Navier-

Stokes solver– Vertex-based discertization– Mixed elements (prisms in boundary layer)– Edge data structure– Matrix artificial dissipation

• Option for upwind scheme with gradient reconstruction

– No cross derivative viscous terms• Thin layer in all 3 directions• Option for full Navier-Stokes terms

Page 12: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

Solver Description (cont’d)• Spalart-Allmaras turbulence model

– (original published form)– Optional k-omega model

Page 13: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

Solution Strategy• Jacobi/Line Preconditioning

– Line solves in boundary layer regions• Relieves aspect ratio stiffness

• Agglomeration multigrid– Fast grid independent convergence rates

• Parallel implementation– MPI/OpenMP hybrid model

• DPW runs: MPI on local cluster and on NASA Columbia Supercomputer

Page 14: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

Grid Generation• Runs based on NASA Langley supplied

VGRIDns unstructured grids• Tetrahedra in Boundary Layer merged into

prismatic elements

• Grid sizes up to 41M pts, 240M elements

Page 15: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

Sample Run Times• All runs performed on NASA Columbia Supercomputer

– SGI Altix 512cpu machines– Coarse/Medium (~15Mpts) grids used 96 cpus

• Using 500 to 800 multigrid cycles– 30 minutes for coarse grid– 1.5 hrs for medium grid

– Fine Grids (~40M pts) used 248 cpus• Using 500 to 800 multigrid cycles

– 1.5 to 2 hrs hrs for fine grid

– CL driver and constant incidence convergence similar– WB cases hard to converge (not entirely steady)

Page 16: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

Scalability

• Near ideal speedup for 72M pt grid on 2008 cpus of NASA Columbia Machine

(~10 minutes for steady-state solution)

Page 17: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

NSU3D Sensitivity Studies

• Sensitivity to Distance Function Calculation Method

• Effect of Multi-Dimensional Thin-Layer versus Full Navier-Stokes Terms

• Sensitivity to Levels of Artificial Dissipation

Page 18: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

Sensitivity to Distance Function

• All DPW3 Calculations done with Eikonal equation distance function

Page 19: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

Sensitivity to Navier-Stokes Terms

• All DPW3 Calculations done with Multidimensional Thin-Layer Formulation

Page 20: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

Sensitivity to Dissipation Levels

• Drag is grid converging• Sensitivity to dissipation decreases as expected• All Calculations done with low dissipation level

Page 21: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

WBF Convergence (fixed alpha)

• “Similar” convergence for all grids• Force coefficients well converged < 500 MG cycles

Page 22: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

WBF Convergence

• Medium Grid (15M pts): Fixed alpha

Page 23: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

WBF Convergence

• Medium Grid (15M pts): Fixed CL

Page 24: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

WBF Convergence

• Similar convergence (Fixed CL or alpha)

Page 25: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

WBF: Grid Convergence Study

• CP at wing break station (y/b=0.411)

Page 26: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

WBF: Grid Convergence Study

• CP at wing break station (y/b=0.411)

Page 27: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

WBF: Grid Convergence Study

• CP at wing break station (y/b=0.411)

Page 28: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

WBF: Grid Convergence Study

• CF at wing break station (y/b=0.411)

Page 29: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

WBF: Grid Convergence Study

• Good fairing design (coarse grid: 5M pts)

Page 30: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

WBF: Grid Convergence Study

• Good fairing design (medium grid: 15M pts)

Page 31: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

WBF: Grid Convergence Study

• Good fairing design (fine grid: 40M pts)

Page 32: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

WBF: TE Separation

• Coarse grid: 5M pts

Page 33: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

WBF: Drag Polar

• CP at wing break station (y/b=0.411)

Page 34: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

WBF: Drag Polar

• CP at wing break station (y/b=0.411)

Page 35: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

WBF: Drag Polar

• CP at wing break station (y/b=0.411)

Page 36: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

WBF: Drag Polar

• CP at wing break station (y/b=0.411)

Page 37: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

WBF: Drag Polar

• CP at wing break station (y/b=0.411)

Page 38: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

WBF: Drag Polar

• CP at wing break station (y/b=0.411)

Page 39: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

WBF: Drag Polar

• CP at wing break station (y/b=0.411)

Page 40: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

WBF: Drag Polar

• CP at wing break station (y/b=0.411)

Page 41: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

WBF: Drag Polar

• CP at wing break station (y/b=0.411)

Page 42: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

WBF: Drag Polar

• CFX at wing break station (y/b=0.411)

Page 43: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

WBF: Drag Polar

• Full Polar run on all 3 grids (5, 15, 40M pts)

Page 44: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

WBF: Drag Polar

• Full Polar run on all 3 grids (5, 15, 40M pts)

Page 45: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

WBF: Moment

• Full Polar run on all 3 grids (5, 15, 40M pts)

Page 46: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

WBF: Moment

• Full Polar run on all 3 grids (5, 15, 40M pts)

Page 47: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

WB Convergence (fixed alpha)

• Separated Flow, unsteady shedding pattern• Smaller residual excursions with fewer MG levels• Moderate CL variations

Page 48: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

WB Medium Grid

• Plot Min and Max unsteady CL values

Page 49: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

WB Medium Grid

• Plot Min and Max unsteady CL values• Good overlap in polar– suitable drag values

Page 50: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

WB Medium Grid

• Plot Min and Max unsteady CL values• Less overlap in CM

Page 51: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

WB Medium Grid

• CP Values at Break Station (y/b=0.411)

Page 52: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

WB Medium Grid

• CFX Values at Break Station (y/b=0.411)

Page 53: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

WB Grid Convergence

• CP Values at Break Station (y/b=0.411)

Page 54: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

WB Grid Convergence

• CFX Values at Break Station (y/b=0.411)

Page 55: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

WB Grid Convergence

• Separation Pattern (Coarse grid : 5M pts)

Page 56: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

WB Grid Convergence

• Separation Pattern (Medium grid : 5M pts)

Page 57: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

WB Grid Convergence

• Separation Pattern (Fine grid : 40M pts)

Page 58: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

WB TE Separation Pattern

• (Coarse grid : 5M pts)

Page 59: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

Grid Convergence (WB+WBF)

• Grid convergence apparent (particularly for WBF)

Page 60: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

Grid Convergence (WB+WBF)

• Some cancellation apparent: WBF less uniformly converging

Page 61: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

Grid Convergence (WB+WBF)

• Grid Convergence Ranked 8th in Vassberg Fig. of Merit:– Best for unstructured solvers ….. Importance of uniform family of grids

Page 62: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

Grid Convergence (WB+WBF)

• Grid convergence apparent (in this measure)

Page 63: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

Grid Convergence (WB+WBF)

• Grid convergence apparent (in this measure)

Page 64: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

WBF-WB Differences

• Medium grid comparisons

Page 65: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

WBF-WB Differences

• Medium grid comparisons

Page 66: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

WBF-WB Differences

• Medium grid comparisons

Page 67: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

Grid Convergence of Drag Increment

• Consistent with one group of DPW3 Entries

Page 68: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

Conclusions

• WBF appears to be grid converging• WB case is complex

– Previous results showed importance of grid topology

– New DPW3 grids are once again different• DPW1,2,3 pushing s.o.f of grid resolution

– DPW1: 1.6M pts– DPW2: 3M pts to 10M– DPW3: 5M to 40M pts

Page 69: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

VGRID NASA (Node Based)• W1:

– Coarse : 1.8M pts– Medium: 4.5M pts– Fine: 11.5M pts– SuperFine: 36.9M pts

• W2:– Coarse: 1.9M pts– Medium: 4.7M pts– Fine: 11.9M pts– SuperFine: 38.5M pts

Page 70: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

VGRID NASA (Cessna)• W1:

– Coarse : 0.98M pts– Medium: 2.4M pts– Fine: 6.1M pts– SuperFine: 12.7M pts

• W2:– Coarse: 0.95M pts– Medium: 2.3M pts– Fine: 5.9M pts– SuperFine: 12.4M pts

Page 71: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

VGRID Node Centered (NASA)

Page 72: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

W1 Convergence (fixed alpha=0.5)

• “Similar” convergence for coarse/med grids• Apparent unsteadiness in residual for finest grid• Force coefficients well converged < 500 MG cycles for all grids

Page 73: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

W1 Grid Convergence Study

• CP at station 5:

Page 74: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

W1 Grid Convergence Study

• CP at station 5:

Page 75: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

W1 Grid Convergence Study

• CP at station 5:

Page 76: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

W1 Grid Convergence Study

• CP at station 5:

Page 77: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

W1 Grid Polar Sweep (Fine Grid)

• CP at station 5

Page 78: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

W1 Grid Polar Sweep (Fine Grid)

• CP at station 5

Page 79: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

W1 Grid Polar Sweep (Fine Grid)

• CP at station 5

Page 80: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

W1 Grid Polar Sweep (Fine Grid)

• CP at station 5

Page 81: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

W1 Grid Polar Sweep (Fine Grid)

• CP at station 5

Page 82: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

W1 Grid Polar Sweep (Fine Grid)

• CP at station 5

Page 83: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

W1 Grid Polar Sweep (Fine Grid)

• CP at station 5

Page 84: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

W1 Grid Polar Sweep (Fine Grid)

• CP at station 5

Page 85: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

W2 Grid Convergence Study

• CP at station 5

Page 86: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

W2 Grid Polar Sweep (Fine Grid)

• CP at station 5

Page 87: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

W2 Grid Polar Sweep (Fine Grid)

• CP at station 5

Page 88: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

W2 Grid Polar Sweep (Fine Grid)

• CP at station 5

Page 89: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

W2 Grid Polar Sweep (Fine Grid)

• CP at station 5

Page 90: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

W2 Grid Polar Sweep (Fine Grid)

• CP at station 5

Page 91: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

W2 Grid Polar Sweep (Fine Grid)

• CP at station 5

Page 92: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

W2 Grid Polar Sweep (Fine Grid)

• CP at station 5

Page 93: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

W2 Grid Polar Sweep (Fine Grid)

• CP at station 5

Page 94: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

Streamlines at 0.5 degrees (W1)

Page 95: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

Streamlines at 0.5 degrees (W2)

Page 96: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

W1-W2 Grid Polar Comparison(Fine Grid)

Page 97: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

W1-W2 CL-Incidence Comparison(Fine Grid)

Page 98: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

W1-W2 Moment Comparison (Fine Grid)

Page 99: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

W1-W2 Grid Convergence Study

•Apparently uniform grid convergence

Page 100: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

W1-W2 Grid Convergence Study

•Good grid convergence of individual drag component

Page 101: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

W1-W2 Grid Convergence Study

•Ranked 1st by Vassberg Figure-of-Merit

Page 102: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

W1-W2 Grid Convergence Study

Page 103: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

W1-W2 Grid Convergence Study

Page 104: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

W1-W2 Results

• Discrepancy between UW and Cessna Results

Page 105: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

W1-W2 Results

• Despite uniform grid convergence: Results on 2 grid families not converging to same values

Page 106: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

W1-W2 Results

• Removing effect of lift-induced drag : Results on both grid families converge consistently

Page 107: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

65M pt mesh Results

• 10% drop in CL at AoA=0o: closer to experiment• Drop in CD: further from experiment• Same trends at Mach=0.3• Little sensitivity to dissipation

Page 108: Results from the 3 rd  Drag Prediction Workshop using the NSU3D Unstructured Mesh Solver

Summary

• W1-W2 appear to be in asymptotic grid convergence range– Cd difference ~ 1 count at 0.5 degrees

• Grids are getting finer …..40M pts ~1 hr on NASA Columbia Supercomputer

• Drag decomposition useful in providing better drag estimates on coarser grids


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