Numerical analysis of ice accretion on an airfoil: A case study
DOI:
https://doi.org/10.17533/udea.redin.20241145Keywords:
Aircraft icing, computational fluid dynamics, airworthiness, aerodynamicsAbstract
The accumulation of ice on aircraft surfaces is known to endanger flight safety, which has driven the study and development of various methods to prevent this issue. A frequent problem aircrafts suffer is the ice accumulation on wings when flying across clouds with supercooled droplets. The shape and size of the ice accretion depend essentially on the flying speed, air temperature, number and size of microdroplets present in the atmosphere, and the exposure time to ice formation conditions. The numerical analysis of ice accretion involves differential equations for the resolution of the air velocity field, the transport of droplets, and their icing and melting. In this work, numerical models implemented in ANSYS CFD and Fensap-Ice codes are validated against experimental results and then applied to compute the ice formation on an MS(1)-0313 airfoil, used in a SAAB 340 wings, an aircraft that suffered a lethal accident in the Argentine Patagonia on May 18th, 2011. The simulation parameters were chosen based on meteorological reports of that day and the type of clouds that were present at the time of the accident. The goal of this work is to apply Fensap-Ice to verify whether icing on the wings could have been the cause of the accident. The results of this study confirm that the hypothesis is highly probable.
Downloads
References
Y. Cao, W. Tan, and Z. Wu, “Aircraft icing: An ongoing threat to aviation safety,” Aerospace Science and Technology, vol. 75, 2018. [Online]. Available: https://doi.org/10.1016/j.ast.2017.12.028
M. B. Bragg and E. Loth, “Effects of large-droplet ice accretion on airfoil and wing aerodynamics and control,” Tech. Rep., March 2000.
AGARD, “Advisory report AGARD-AR-344, ice accretion simulation,” Tech. Rep., 1997.
S. Mousavi, F. Sotoudeh, B. Chun, B. J. Lee, N. Karimi, and S. A. Faroughi, “The potential for anti-icing wing and aircraft applications of mixed-wettability surfaces - a comprehensive review,” Cold Regions Science and Technology, vol. 217, 2024. [Online]. Available: https://doi.org/10.1016/j.coldregions.2023.104042
Z. Janjua, B. Turnbull, S. Hibberd, and K. Choi, “Mixed ice accretion on aircraft wings,” Physics of Fluids, vol. 30, no. 2, 2018. [Online]. Available: https://doi.org/10.1063/1.5007301
F. Piscitelli, S. Palazzo, and F. D. Nicola, “Icing wind tunnel test campaign on a nacelle lip-skin to assess the effect of a superhydrophobic coating on ice accretion,” Applied Sciences, vol. 13, no. 8, 2023. [Online]. Available: https://doi.org/10.3390/app13085183
D. I. Ignatyev, A. N. Khrabrov, A. I. Kortukova, D. A. Alieva, M. E. Sidoryuk, and S. G. Bazhenov, “Interplay of unsteady aerodynamics and flight dynamics of transport aircraft in icing conditions,” Aerospace Science and Technology, vol. 104, 2020. [Online]. Available: https://doi.org/10.1016/j.ast.2020.105914
M. Muhammed and M. S. Virk, “Ice accretion on rotary-wing unmanned aerial vehicles - a review study,” Aerospace, vol. 10, no. 3, 2023. [Online]. Available: https://doi.org/10.3390/aerospace10030261
B. Sengupta, R. L. Prince, M. Y. Cho, C. Son, T. Yoon, K. Yee, and R. S. Myong, “Computational simulation of ice accretion and shedding trajectory of a rotorcraft in forward flight with strong rotor wakes,” Aerospace Science and Technology, vol. 119, 2021. [Online]. Available: https://doi.org/10.1016/j.ast.2021.107140
H. Li, Y. Zhang, and H. Chen, “Optimization design of airfoils under atmospheric icing conditions for UAV,” Chinese Journal of Aeronautics, vol. 35, no. 4, 2022. [Online]. Available: https://doi.org/10.1016/j.cja.2021.04.031
J. Dai, H. Li, Y. Zhang, and H. Chen, “Optimization of multi-element airfoil settings considering ice accretion effect,” Chinese Journal of Aeronautics, vol. 36, no. 2, 2023. [Online]. Available: https://doi.org/10.1016/j.cja.2022.07.016
Wikipedia, “Voepass Linhas Aéreas Flight 2283,” n.d., retrieved August 21, 2024. [Online]. Available: https://en.wikipedia.org/wiki/Voepass_Linhas_A%C3%A9reas_Flight_2283
H. Addy, “Ice accretions and icing effects for modern airfoils,” NASA, Tech. Rep., 2000, NASA Technical Report 2000-210031.
W. Habashi, F. Morency, and H. Beaugendre, “FENSAP-ICE: A second generation 3D CFD-based in-flight icing simulation system,” SAE Technical Paper Series, Tech. Rep., 2003. [Online]. Available: https://doi.org/10.4271/2003-01-2157
K. Nakakita, S. Nadarajah, and W. Habashi, “Toward real-time aero-icing simulation of complete aircraft via FENSAP-ICE,” Journal of Aircraft, vol. 47, no. 1, 2010. [Online]. Available: https://doi.org/10.2514/1.44077
H. Beaugendre, F. Morency, and W. G. Habashi, “FENSAP-ICE’s three-dimensional inflight ice accretion module: ICE3D,” Journal of Aircraft, vol. 40, 2022. [Online]. Available: https://doi.org/10.2514/2.3113
W. Yoon, J. Kim, C. Chung, and J. Park, “Numerical study on prediction of icing phenomena in intake system of diesel engine: Operating conditions with low-to-middle velocity of inlet air,” Energy, vol. 248, 2022. [Online]. Available: https://doi.org/10.1016/j.energy.2022.123569
M. Alexandrescu and N. Alexandrescu, “Numerical simulation of ice accretion on airfoil,” INCAS - Bulletin, vol. 1, 2009. [Online]. Available: https://doi.org/10.13111/2066-8201.2009.1.1.4
F. Meng, Z. C. W. D., and M. H., “Experimental and numerical investigation of ice accretion on airfoil,” in Fourth International Symposium on Physics of Fluids (ISPF4), vol. 19, 2012. [Online]. Available: https://doi.org/10.1142/S2010194512008793
Y. Cao, C. Ma, Q. Zhang, and J. Sheridan, “Numerical simulation of ice accretions on an aircraft wing,” Aerospace Science and Technology, vol. 23, 2012. [Online]. Available: https://doi.org/10.1016/j.ast.2011.08.004
S. Li, J. Qin, M. He, and R. Paoli, “Fast evaluation of aircraft icing severity using machine learning based on XGBoost,” Aerospace, vol. 7, no. 36, 2020. [Online]. Available: https://doi.org/10.3390/aerospace7040036
S. Strijhak, D. Ryazanov, K. Koshelev, and A. Ivanov, “Neural network prediction for ice shapes on airfoils using ICEFOAM simulations,” Aerospace, vol. 9, no. 96, 2022. [Online]. Available: https://doi.org/10.3390/aerospace9020096
M. Costes and F. Moens, “Advanced numerical prediction of iced airfoil aerodynamics,” Aerospace Science and Technology, vol. 91, 2013. [Online]. Available: https://doi.org/10.1016/j.ast.2019.05.010
P. Spalart and S. Allmaras, “A one-equation turbulence model for aerodynamic flows,” Recherche Aérospatiale, vol. 1, 1994. [Online]. Available: https://doi.org/10.2514/6.1992-439
L. A. Farabello, Análisis computacional de formación de hielo en perfiles aerodinámicos, Universidad Nacional de La Plata, Tech. Rep., 2019. [Online]. Available: http://sedici.unlp.edu.ar/handle/10915/121536
A. INC., ANSYS FENSAP-ICE User Manual V. 18.1, 2017.
J. D. Rosero-Ariza, J. L. Chacón-Velasco, and G. González-Silva, “Comparative CFD analysis of six VAWT turbines in the Chicamocha Canyon,” Revista Facultad de Ingeniería, Universidad de Antioquia, no. 113, 2024. [Online]. Available: https://doi.org/10.17533/udea.redin.20240413
JIAAC, “Technical Report 096/2011: Accident that occurred on 18 May 2011, Aircraft Saab 340 A, LV-CEJ,” Aircraft Saab 340 A, Tech. Rep., March 2015.
FAR/CS, Aircraft Icing: Appendix C to Part 25, Tech. Rep., 2014.
FAR/AC, FAR/AC 25/28: Compliance of Transport Category Airplanes with Certification Requirements for Flight in Icing Conditions, Federal Aviation Administration, Tech. Rep., October 2014. [Online]. Available: https://www.faa.gov/regulations_policies/advisory_circulars/index.cfm/go/document.information/documentID/1019691
Downloads
Published
How to Cite
Issue
Section
License
Copyright (c) 2024 Revista Facultad de Ingeniería Universidad de Antioquia
This work is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License.
Revista Facultad de Ingeniería, Universidad de Antioquia is licensed under the Creative Commons Attribution BY-NC-SA 4.0 license. https://creativecommons.org/licenses/by-nc-sa/4.0/deed.en
You are free to:
Share — copy and redistribute the material in any medium or format
Adapt — remix, transform, and build upon the material
Under the following terms:
Attribution — You must give appropriate credit, provide a link to the license, and indicate if changes were made. You may do so in any reasonable manner, but not in any way that suggests the licensor endorses you or your use.
NonCommercial — You may not use the material for commercial purposes.
ShareAlike — If you remix, transform, or build upon the material, you must distribute your contributions under the same license as the original.
The material published in the journal can be distributed, copied and exhibited by third parties if the respective credits are given to the journal. No commercial benefit can be obtained and derivative works must be under the same license terms as the original work.