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SONIC BOOM ANALYSIS UNDER ATMOSPHERIC UNCERTAINTIES BY A NON-INTRUSIVE POLYNOMIAL CHAOS METHOD
SONIC BOOM ANALYSIS UNDER ATMOSPHERIC UNCERTAINTIES BY A NON-INTRUSIVE POLYNOMIAL CHAOS METHOD
Shimoyama, K.; Ono, D.; Hashimoto, A.; Jeong, S.; Obayashi, S.
Full Article:
This study performed the sonic boom analysis considering atmospheric uncertainties at low computational costs. Non-intrusive polynomial chaos (NIPC) method was applied to the sonic boom analysis method solving an augmented Burgers equation. NIPC can approximate statistical behavior under uncertainties from a few samples. The augmented Burgers equation can consider the rise time of sonic boom unlike the waveform parameter method, which is commonly used for sonic boom analysis. Compared to Monte Carlo (MC) method, NIPC offered equivalent accuracy for the present sonic boom analysis even with much smaller sample size. It is confirmed that this method is adequate for practical use. In addition, the present simulation results revealed that temperature uncertainty has an impact on the local rise in sonic boom pressure, and humidity uncertainty has an impact on the entire sonic boom waveform, while wind uncertainty has almost no impact. This is because temperature uncertainty affects thermal viscosity, and humidity uncertainty affects relaxation, while the present study assumed that wind direction was uniform within each atmospheric layer.
This study performed the sonic boom analysis considering atmospheric uncertainties at low computational costs. Non-intrusive polynomial chaos (NIPC) method was applied to the sonic boom analysis method solving an augmented Burgers equation. NIPC can approximate statistical behavior under uncertainties from a few samples. The augmented Burgers equation can consider the rise time of sonic boom unlike the waveform parameter method, which is commonly used for sonic boom analysis. Compared to Monte Carlo (MC) method, NIPC offered equivalent accuracy for the present sonic boom analysis even with much smaller sample size. It is confirmed that this method is adequate for practical use. In addition, the present simulation results revealed that temperature uncertainty has an impact on the local rise in sonic boom pressure, and humidity uncertainty has an impact on the entire sonic boom waveform, while wind uncertainty has almost no impact. This is because temperature uncertainty affects thermal viscosity, and humidity uncertainty affects relaxation, while the present study assumed that wind direction was uniform within each atmospheric layer.
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DOI: 10.5151/meceng-wccm2012-16766
Referências bibliográficas
- [1] Cleveland R. O., Blackstock D. T., “Waveform freezing of sonic booms revisited”. NASA CP–3335, 20–40, 1996.
- [2] Fishman G., Monte Carlo: Concepts, Algorithms, and Applications, Springer-Verlag, 1996.
- [3] Hosder S.,Walters R.W., “Non-intrusive polynomial chaos methods for uncertainty quantification in fluid dynamics”. AIAA Paper 2010–129, 2010.
- [4] McKay M. D., Beckman R. J., ConoverW. J., “A comparison of three methods for selecting values of input variables in the analysis of output from a computer code”. Technometrics 21(2), 239–245, 1979.
- [5] Thomas C. L., “Extrapolation of sonic boom pressure signatures by the waveform parameter method”. NASA TN D–6832, 1972.
- [6] Xiu D. B., Karniadakis G. E., “Supersensitivity due to uncertain boundary conditions”. International Journal for Numerical Methods in Engineering 61(12), 2114–2138, 2004.
- [7] Uncertainty Quantification in Computational Fluid Dynamics, RTO-AVT-VKI Lecture, 2011.
Como citar:
Shimoyama, K.; Ono, D.; Hashimoto, A.; Jeong, S.; Obayashi, S.; "SONIC BOOM ANALYSIS UNDER ATMOSPHERIC UNCERTAINTIES BY A NON-INTRUSIVE POLYNOMIAL CHAOS METHOD", p-342-350.
In: In Proceedings of the 10th World Congress on Computational Mechanics [= Blucher Mechanical Engineering Proceedings, v. 1, n. 1].
São Paulo: Blucher,
2014.
ISSN 23580828,
DOI 10.5151/meceng-wccm2012-16766
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TY - CONF T1 - SONIC BOOM ANALYSIS UNDER ATMOSPHERIC UNCERTAINTIES BY A NON-INTRUSIVE POLYNOMIAL CHAOS METHOD JO - Blucher Mechanical Engineering Proceedings VL - 1 IS - 1 SP - 342 EP - 350 PY - 2014 T2 - 10th World Congress on Computational Mechanics AU - , , , , SN - 23580828 DO - http://dx.doi.org/10.5151/meceng-wccm2012-16766 UR - www.proceedings.blucher.com.br/article-details/sonic-boom-analysis-under-atmospheric-uncertainties-by-a-non-intrusive-polynomial-chaos-method-9016 KW - ER -
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@article{Shimoyama20144,
title="SONIC BOOM ANALYSIS UNDER ATMOSPHERIC UNCERTAINTIES BY A NON-INTRUSIVE POLYNOMIAL CHAOS METHOD",
journal="Blucher Mechanical Engineering Proceedings",
volume="1",
number="1",
pages="342 - 350",
year="2014",
note="",
issn="23580828",
doi="http://dx.doi.org/10.5151/meceng-wccm2012-16766",
url="www.proceedings.blucher.com.br/article-details/sonic-boom-analysis-under-atmospheric-uncertainties-by-a-non-intrusive-polynomial-chaos-method-9016",
author="K. Shimoyama", "D. Ono", "A. Hashimoto", "S. Jeong", "S. Obayashi",
keywords="",
}
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K. Shimoyama, D. Ono, A. Hashimoto, S. Jeong, S. Obayashi, SONIC BOOM ANALYSIS UNDER ATMOSPHERIC UNCERTAINTIES BY A NON-INTRUSIVE POLYNOMIAL CHAOS METHOD, Blucher Mechanical Engineering Proceedings, Volume 1, 2014, Pages 342-350, ISSN 23580828, http://dx.doi.org/10.5151/meceng-wccm2012-16766 (www.proceedings.blucher.com.br/article-details/sonic-boom-analysis-under-atmospheric-uncertainties-by-a-non-intrusive-polynomial-chaos-method-9016) Palavras-chave:: ;