Turbulence Modeling for Leading-Edge Vortices: An Enhancement Based on Experimental Data
Abstract
Low-aspect ratio wing planforms, such as delta wings, experience the predominance on their aerodynamic characteristics of large-scale leading-edge vortices separating around the leading edges. Due to their important application for highly maneuverable aircraft, the physical and aerodynamic understanding related to the vortex flow is of primary relevance. The investigation process is routinely performed with numerical simulations employing Reynolds-averaged Navier–Stokes equations. As the vortex grows in intensity, the limitation of ordinary models reduces the accuracy grade. Scale-resolving or more complex turbulence models can increase the accuracy, but the computational cost prohibits the application to a large envelope of cases. In the context of this work, the enhancement of a one-equation eddy-viscosity model is employed. The model is improved by formulating additional vortex source terms exclusively active inside the vortex-flow region and by employing a calibration procedure that is integrated into an iterative automated process where experimental data are used as targets for optimizing the model. The accuracy is enhanced for a cluster of cases around the calibration target, and it shows the potential of the application to large datasets that include several geometric and flow condition variations.
References
[1] , “The End of Moore’s Law: Living Without an Exponential Increase in the Efficiency of Computational Facilities,” Complexity, Vol. 21, No. S1, 2016, pp. 6–9. https://doi.org/10.1002/cplx.21824
[2] , “Reynolds-Averaged Navier–Stokes Equations with Explicit Data-Driven Reynolds Stress Closure Can be Ill-Conditioned,” Journal of Fluid Mechanics, Vol. 869, June 2019, pp. 553–586. https://doi.org/10.1017/jfm.2019.205
[3] , “A New Hybrid Turbulence Modelling Strategy for Industrial CFD,” International Journal for Numerical Methods in Fluids, Vol. 42, No. 1, 2003, pp. 89–116. https://doi.org/10.1002/fld.492
[4] , “Computational Fluid Dynamics Investigation of Vortex Breakdown for a Delta Wing at High Angle of Attack,” M.S. Thesis, Dept. of Aeronautics and Astronautics, Air Force Inst. of Technology, Wright-Patterson Air Force Base, OH, 2003, p. 172.
[5] , “VitAMin-ABC, Overview of Airbus D&S Activities in VitAM,” 2018.
[6] , “A Review of Reynolds Stress Models for Turbulent Shear Flows,” 20th Symposium on Naval Hydrodynamics, National Research Council, Washington, D.C., Aug. 1994, pp. 835–956.
[7] , “Verification and Validation of a Second-Moment-Closure Model,” AIAA Journal, Vol. 54, No. 5, 2016, pp. 1524–1541. https://doi.org/10.2514/1.J054718
[8] , “Experimental and Numerical Analysis of a Streamwise Vortex Downstream of a Delta Wing,” AIAA Journal, Vol. 58, No. 7, 2020, pp. 2857–2868. https://doi.org/10.2514/1.J058650
[9] , “Turbulence Modeling in Rotating and Curved Channels: Assessing the Spalart-Shur Correction,” AIAA Journal, Vol. 38, No. 5, 2000, pp. 784–792. https://doi.org/10.2514/2.1058
[10] , “Sub- and Transonic Vortex Breakdown Flight Condition Simulations of the F-16XL Aircraft,” Journal of Aircraft, Vol. 54, No. 2, 2017, pp. 428–443. https://doi.org/10.2514/1.C033246
[11] , “Assessment of Extensions for an Eddy Viscosity Turbulence Model for Vortical Flows,” New Results in Numerical and Experimental Fluid Mechanics XII, Springer International Publishing, Cham, Switzerland, 2020, pp. 131–140. https://doi.org/10.1007/978-3-030-25253-3_13
[12] , “Investigation of the Performance of Turbulence Models with Respect to High Flow Curvature in Centrifugal Compressors,” Journal of Fluids Engineering, Vol. 138, No. 5, 2015. https://doi.org/10.1115/1.4031779
[13] , “Evaluation of Curvature Correction Methods for Tip Vortex Prediction in SST Turbulence Model Framework,” International Journal of Heat and Fluid Flow, Vol. 75, No. 1, 2019, pp. 135–152. https://doi.org/10.1016/j.ijheatfluidflow.2018.12.002
[14] , “Computation of Turbulent Supersonic Flows Around Pointed Bodies Having Crossflow Separation,” Journal of Computational Physics, Vol. 66, No. 1, 1986, pp. 173–196. https://doi.org/10.1016/0021-9991(86)90059-8
[15] , “Applied New Rotation Correction SST Model for Turbulence Simulation of Centrifugal Impeller in the Rotating Frame of Reference,” Journal of Hydrodynamics, Series B, Vol. 22, No. 5, 2010, pp. 404–407. https://doi.org/10.1016/S1001-6058(09)60227-4
[16] , “Some Improvements in Menter’s k-Omega SST Turbulence Model,” 29th AIAA, Fluid Dynamics Conference, AIAA Paper 98-2554, 1998. https://doi.org/10.2514/6.1998-2554
[17] , “Modeling Rotation and Curvature Effects Within Scalar Eddy Viscosity Model Framework,” International Journal of Heat and Fluid Flow, Vol. 39, Feb. 2013, pp. 78–89. https://doi.org/10.1016/j.ijheatfluidflow.2012.11.006
[18] , “Sensitization of the SST Turbulence Model to Rotation and Curvature by Applying the Spalart–Shur Correction Term,” Journal of Turbomachinery, Vol. 131, No. 4, 2009. https://doi.org/10.1115/1.3070573
[19] , “Testing of Modified Curvature-Rotation Correction for SST Model,” Journal of Physics: Conference Series, Vol. 769, 2016, Paper 012087. https://doi.org/10.1088/1742-6596/769/1/012087
[20] , “Development of Various Rotation and Curvature Corrections for Eddy-Viscosity Turbulence Models,” AIAA Aerospace Sciences Meeting, AIAA Paper 2018-0591, 2018. https://doi.org/10.2514/6.2018-0591
[21] , “Recommendations for Future Efforts in RANS Modeling and Simulation,” AIAA Scitech 2019 Forum, AIAA Paper 2019-0317, 2019. https://doi.org/10.2514/6.2019-0317
[22] , “Machine Learning Methods for Data-Driven Turbulence Modeling,” 22nd AIAA Computational Fluid Dynamics Conference, AIAA Paper 2015-2460, 2015. https://doi.org/10.2514/6.2015-2460
[23] , “Calibration of an Extended Eddy Viscosity Turbulence Model Using Uncertainty Quantification,” AIAA Scitech 2020 Forum, AIAA Paper 2020-1031, 2020. https://doi.org/10.2514/6.2020-1031
[24] , “Parametric Data-Based Turbulence Modelling for Vortex Dominated Flows,” International Journal of Computational Fluid Dynamics, Vol. 33, No. 4, 2019, pp. 149–170. https://doi.org/10.1080/10618562.2019.1617857
[25] , “Experimental Investigation of the Flow on the Suction Side of a Thin Delta Wing,” NASA TM 75897, 1981.
[26] , “Unsteady Flow Phenomena Associated with Leading-Edge Vortices,” Progress in Aerospace Sciences, Vol. 44, No. 1, 2008, pp. 48–65. https://doi.org/10.1016/j.paerosci.2007.10.002
[27] , “Review of Unsteady Vortex Flows over Delta Wings,” Journal of Aircraft, Vol. 42, No. 2, 2005, pp. 299–319. https://doi.org/10.2514/1.5269
[28] , “On the Vortex Formation over a Slender Wing at Large Angles of Incidence,” High Angle of Attack Aerodynamics, AGARD CP-247, 1979, pp. 15-1–15-17.
[29] , “Predictions of Vortex-Lift Characteristics by a Leading-Edge Suction Analogy,” Journal of Aircraft, Vol. 8, No. 4, 1971, pp. 193–199. https://doi.org/10.2514/3.44254
[30] , “Leading-Edge Vortex Structure of Nonslender Delta Wings at Low Reynolds Number,” AIAA Journal, Vol. 41, No. 1, 2003, pp. 16–26. https://doi.org/10.2514/2.1930
[31] , “Numerical Analysis of Incipient Separation on 53-Deg Swept Diamond Wing,” 53rd AIAA Aerospace Sciences Meeting, AIAA Paper 2015-0288, 2015. https://doi.org/10.2514/6.2015-0288
[32] , “Vortex Breakdown,” Annual Review of Fluid Mechanics, Vol. 4, No. 1, 1972, pp. 195–218. https://doi.org/10.1146/annurev.fl.04.010172.001211
[33] , “CFD Solutions of 70-deg Delta Wing Flows,” 21st AIAA Applied Aerodynamics Conference, AIAA Paper 2003-4219, 2003. https://doi.org/10.2514/6.2003-4219
[34] , “Analysis of Transonic Flow on a Slender Delta Wing Using CFD,” 24th AIAA Applied Aerodynamics Conference, AIAA Paper 2006-3171, 2006. https://doi.org/10.2514/6.2006-3171
[35] , “Computational Challenges in High Angle of Attack Flow Prediction,” Progress in Aerospace Sciences, Vol. 39, No. 5, 2003, pp. 369–384. https://doi.org/10.1016/S0376-0421(03)00041-1
[36] , “A One-Equation Turbulence Model for Aerodynamic Flows,” AIAA Paper 1992-0439, 1992. https://doi.org/10.2514/6.1992-439
[37] , “Comparison of Eddy Viscosity-Transport Turbulence Models for Three-Dimensional, Shock-Separated Flowfields,” AIAA Journal, Vol. 34, No. 4, 1996, pp. 756–763. https://doi.org/10.2514/3.13137
[38] , “Overview of the Hybrid RANS Code TAU,” MEGAFLOW—Numerical Flow Simulation for Aircraft Design, edited by Kroll N. and Fassbender J. K., Springer, Berlin, Heidelberg, 2005, pp. 81–92.
[39] , “What Was Learned from the New VFE–2 Experiments?” 46th AIAA Aerospace Sciences Meeting and Exhibit, AIAA Paper 2008-383, Jan. 2008. https://doi.org/10.2514/6.2008-383
[40] , “Experimental Surface Pressure Data Obtained on 65 deg Delta Wing Across Reynolds Number and Mach Number Ranges,” NASA TM 4645, 1996.
[41] “Understanding & Modeling Vortical Flows to Improve the Technology Readiness Level for Military Aircraft,” NATO Science & Technology Organization TR-AVT-113, 2009. https://doi.org/10.14339/RTO-TR-AVT-113
[42] , “What was Learned from the Numerical Simulations for the VFE–2?” AIAA Paper 2008-0399, 2008. https://doi.org/10.2514/6.2008-399
[43] , “Steady, Subsonic CFD Analysis of the VFE–2 Configuration and Comparison to Wind Tunnel Data,” AIAA Paper 2008-397, Jan. 2008. https://doi.org/10.2514/6.2008-397
[44] , “Detached–Eddy Simulation of the Vortical Flow Field About the VFE–2 Delta Wing,” Aerospace Science and Technology, Vol. 24, No. 1, 2013, pp. 66–76. https://doi.org/10.1016/j.ast.2012.02.007
[45] , “Analysis of PSP Results Obtained for the VFE-2 65 deg Delta Wing Configuration at Sub- and Transonic Speeds,” 44th AIAA Aerospace Sciences Meeting and Exhibit, AIAA Paper 2006-60, 2006. https://doi.org/10.2514/6.2006-60
[46] , “Investigation of Additively Manufactured Wind Tunnel Models with Integrated Pressure Taps for Vortex Flow Analysis,” Aerospace, Vol. 6, No. 10, 2019, p. 113. https://doi.org/10.3390/aerospace6100113
[47] , “Objectives, Approach, and Scope for the AVT-183 Diamond-Wing Investigations,” Aerospace Science and Technology, Vol. 57, Oct. 2016, pp. 2–17. https://doi.org/10.1016/j.ast.2016.05.025
[48] , “Leading-Edge Roughness Affecting Diamond-Wing Aerodynamic Characteristics,” Aerospace, Vol. 5, No. 3, 2018, p. 98. https://doi.org/10.3390/aerospace5030098
[49] , “AVT-183 Diamond Wing Flow Field Characteristics Part 2: Experimental Analysis of Leading-Edge Vortex Formation and Progression,” Aerospace Science and Technology, Vol. 57, Dec. 2016, pp. 31–42. https://doi.org/10.1016/j.ast.2015.12.023
[50] , “Analysis and Control of Partly-Developed Leading-Edge Vortices,” Ph.D. Dissertation, Dept. of Mechanical Engineering, Technische Universität München, München, 2016, http://mediatum.ub.tum.de/?id=1293614 [retrieved March 2020].