ACTA AERONAUTICAET ASTRONAUTICA SINICA ›› 2023, Vol. 44 ›› Issue (7): 27099-027099.doi: 10.7527/S1000-6893.2022.27099
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Xinqian ZHENG1,2, Junying WANG2(), Weina HUANG3,4, Yu FU1,3, Ronghui CHENG5, Hongyang XIONG1,6
Received:
2022-03-02
Revised:
2022-03-16
Accepted:
2022-05-26
Online:
2023-04-15
Published:
2022-06-08
Contact:
Junying WANG
E-mail:wang_jy17@163.com
Supported by:
CLC Number:
Xinqian ZHENG, Junying WANG, Weina HUANG, Yu FU, Ronghui CHENG, Hongyang XIONG. Uncertainty⁃based design system for aeroengines[J]. ACTA AERONAUTICAET ASTRONAUTICA SINICA, 2023, 44(7): 27099-027099.
1 | BALLAL D R, ZELINA J. Progress in aeroengine technology (1939-2003)[J]. Journal of Aircraft, 2004, 41(1): 43-50. |
2 | WANG J Y, ZHENG X Q. Review of geometric uncertainty quantification in gas turbines[J]. Journal of Engineering for Gas Turbines and Power, 2020, 142(7): 070801. |
3 | ZANG T A, HEMSCH M J, HILBURGER M W, et al. Needs and opportunities for uncertainty-based multidisciplinary design methods for aerospace vehicle: NASA TM 2002-211462[R]. Hampton: NASA Langley Research Center, 2002. |
4 | ALONSO J J, ELDRED M S, CONSTANTINE P, et al. Scalable environment for quantification of uncertainty and optimization in industrial applications (SEQUOIA)[C]∥ 19th AIAA Non-Deterministic Approaches Conference. Reston: AIAA, 2017. |
5 | HIRSCH C, WUNSCH D, SZUMBARSKI J, et al. Uncertainty management for robust industrial design in aeronautics[M]. Cham: Springer, 2019:1-50. |
6 | KARL A, MAY G, BARCOCK C, et al. Robust design: methods and application to real world examples[C]∥ Proceedings of ASME Turbo Expo 2006: Power for Land, Sea, and Air. New York: ASME, 2008: 145-151. |
7 | BUNKER R S. The effects of manufacturing tolerances on gas turbine cooling[J]. Journal of Turbomachinery, 2009, 131(4): 041018. |
8 | ZHANG J Y, TANG H L, CHEN M. Linear substitute model-based uncertainty analysis of complicated non-linear energy system performance (case study of an adaptive cycle engine) [J]. Applied Energy, 2019, 249: 87-108. |
9 | ZHANG J Y, TANG H L, CHEN M. Robust design methodologies to the adaptive cycle engine system performance: Preliminary analysis[J]. Energy Procedia, 2019, 158: 1521-1529. |
10 | WANG J Y, HE X, WANG B T, et al. Shapley additive explanations of multigeometrical variable coupling effect in transonic compressor[J]. Journal of Engineering for Gas Turbines and Power, 2022, 144(4): 041015. |
11 | LUO J Q, XIA Z H, LIU F. Robust design optimization considering inlet flow angle variations of a turbine cascade[J]. Aerospace Science and Technology, 2021, 116: 106893. |
12 | TAN Y Q, ZANG C P, PETROV E P. Mistuning sensitivity and optimization for bladed disks using high-fidelity models[J]. Mechanical Systems and Signal Processing, 2019, 124: 502-523. |
13 | 许本胜, 臧朝平, 缪辉, 等. 结构动力鲁棒优化设计方法综述[J]. 工程力学, 2019, 36(4): 24-36. |
XU B S, ZANG C P, MIAO H, et al. Robust optimization design methods of structural dynamics: a review[J]. Engineering Mechanics, 2019, 36(4): 24-36 (in Chinese). | |
14 | KLIR G J, FOLGER T A. Fuzzy sets, uncertainty and information[M]. Upper Saddle River: Prentice Hall, 1987: 1-50. |
15 | KNIGHT F H. Risk, uncertainty and profit[M]. Boston: Houghton Mifflin Company, 1921:1-50. |
16 | LI D Y, DU Y. Artificial intelligence with uncertainty[M]. 2nd ed. Boca Raton: CRC Press, 2017:1-50. |
17 | WALTERS R W, HUYSE L. Uncertainty analysis for fluid mechanics with applications: NASA/CR-2002-211449 [R]. Hampton: NASA Langley Research Center, 2002. |
18 | ABERNETHY R B, BENEDICT R P, DOWDELL R B. ASME measurement uncertainty[J]. Journal of Fluids Engineering, 1985, 107(2): 161-164. |
19 | YAO W, CHEN X Q, LUO W C, et al. Review of uncertainty-based multidisciplinary design optimization methods for aerospace vehicles[J]. Progress in Aerospace Sciences, 2011, 47(6): 450-479. |
20 | 陈小前, 姚雯, 欧阳琦. 飞行器不确定性多学科设计优化理论与应用[M]. 北京: 科学出版社, 2013: 39-157. |
CHEN X Q, YAO W, OUYANG Q. Theory and application of uncertainty-based multidisciplinary design optimization for flight vehicles[M]. Beijing: Science Press, 2013: 39-157 (in Chinese). | |
21 | AIAA. Guide for the verification and validation of computational fluid dynamics simulations: AIAA G-077-1998 (R2002) [S]. Reston: AIAA, 1998. |
22 | MONTOMOLI F, CARNEVALE M, D'AMMARO A, et al. Uncertainty quantification in computational fluid dynamics and aircraft engines[M]. Cham: Springer, 2019:1-66. |
23 | MEHER-HOMJI C B, CHAKER M A, MOTIWALA H M. Gas turbine performance deterioration[C]//Proceedings of the 30th Turbomachinery Symposium. College Station: Turbomachinery Laboratories, Texas A&M University, 2001. |
24 | SALLEE G. Performance deterioration based on existing (historical) data: NASA-CR-135448[R]. Cleveland: NASA Lewis Research Center, 1978. |
25 | SCHNELL R, LENGYEL-KAMPMANN T, NICKE E. On the impact of geometric variability on fan aerodynamic performance, unsteady blade row interaction, and its mechanical characteristics[J]. Journal of Turbomachinery, 2014, 136(9): 091005. |
26 | ZHENG X Q, YANG H L. Influence of tip clearance on the performance and matching of multistage axial compressors: GT2016-56232[R]. New York: ASME, 2016. |
27 | DENTON J D. Loss mechanisms in turbomachines[J]. Journal of Turbomachinery, 1993, 115(4): 621-656. |
28 | VO H D. Role of tip clearance flow on axial compressor stability[D]. Cambridge: Massachusetts Institute of Technology, 2001. |
29 | GHENAIET A, TAN S C, ELDER R L. Prediction of an axial turbomachine performance degradation due to sand ingestion[J]. Proceedings of the Institution of Mechanical Engineers, Part A: Journal of Power and Energy, 2005, 219(4): 273-287. |
30 | HERGT A, KLINNER J, STEINERT W, et al. The effect of an eroded leading edge on the aerodynamic performance of a transonic fan blade cascade[J]. Journal of Turbomachinery, 2015, 137(2): 021006. |
31 | ZAMBONI G, XU L P. Fan root aerodynamics for large bypass gas turbine engines: Influence on the engine performance and 3D design[J]. Journal of Turbomachinery, 2012, 134(6): 061017. |
32 | 李其汉, 王延荣. 航空发动机结构强度设计问题[M]. 上海: 上海交通大学出版社, 2014: 401-430. |
LI Q H, WANG Y R. The design problem of aero-engine structure strength[M]. Shanghai: Shanghai Jiao Tong University Press, 2014: 401-430 (in Chinese). | |
33 | BONS J P. A review of surface roughness effects in gas turbines[J]. Journal of Turbomachinery, 2010, 132(2): 021004. |
34 | DEBRUGE L L. The aerodynamic significance of fillet geometry in turbocompressor blade rows[J]. Journal of Engineering for Power, 1980, 102(4): 984-993. |
35 | MARSON E. Effect of manufacturing deviations on performance of axial flow compressor blading: 92-GT-326[R]. New Yrok: ASME, 1992. |
36 | ROBERTS W B. Axial compressor performance restoration by blade profile control: 84-GT-232 [R]. New York: ASME, 1984. |
37 | HAMED A, TABAKOFF W C, WENGLARZ R V. Erosion and deposition in turbomachinery[J]. Journal of Propulsion and Power, 2006, 22(2): 350-360. |
38 | CASARI N, PINELLI M, SUMAN A, et al. EBFOG: Deposition, erosion, and detachment on high-pressure turbine vanes[J]. Journal of Turbomachinery, 2018, 140(6): 061001. |
39 | MONTOMOLI F, MASSINI M, SALVADORI S. Geometrical uncertainty in turbomachinery: Tip gap and fillet radius[J]. Computers & Fluids, 2011, 46(1): 362-368. |
40 | BOYNTON J L, TABIBZADEH R, HUDSON S T. Investigation of rotor blade roughness effects on turbine performance[J]. Journal of Turbomachinery, 1993, 115(3): 614-620. |
41 | JOVANOVIĆ M B, DE LANGE H C, VAN STEENHOVEN A A. Effect of hole imperfection on adiabatic film cooling effectiveness[J]. International Journal of Heat and Fluid Flow, 2008, 29(2): 377-386. |
42 | SCHROEDER R P, THOLE K A. Effect of in-hole roughness on film cooling from a shaped hole[J]. Journal of Turbomachinery, 2017, 139(3): 031004. |
43 | BOGARD D G, THOLE K A. Gas turbine film cooling[J]. Journal of Propulsion and Power, 2006, 22(2): 249-270. |
44 | STIMPSON C K, SNYDER J C, THOLE K A, et al. Scaling roughness effects on pressure loss and heat transfer of additively manufactured channels[J]. Journal of Turbomachinery, 2017, 139(2): 021003. |
45 | WHITEHEAD D S. Effect of mistuning on the vibration of turbo-machine blades induced by wakes[J]. Journal of Mechanical Engineering Science, 1966, 8(1): 15-21. |
46 | GAMANNOSSI A, AMERINI A, POGGIALI M, et al. Uncertainty quantification of an aeronautical combustor using a 1-D approach[J]. AIP Conference Proceedings, 2019, 2191(1): 020083. |
47 | RUDEY R A, ANTL R J. The Effect of inlet tempera-ture distortion on the performance of a turbo-fan en-gine compressor system[C]∥ 6th Propulsion Joint Specialist Conference. Reston: AIAA, 1970. |
48 | HAH C, RABE D C, SULLIVAN T J, et al. Effects of inlet distortion on the flow field in a transonic compressor rotor[J]. Journal of Turbomachinery, 1998, 120(2): 233-246. |
49 | BOWDITCH D, COLTRIN R. A survey of inlet/engine distortion compatibility[C]// 19th Joint Propulsion Conference. Reston: AIAA, 1983. |
50 | BEARD P F, SMITH A, POVEY T. Impact of severe temperature distortion on turbine efficiency[J]. Journal of Turbomachinery, 2013, 135(1): 011018. |
51 | MEHENDALE A B, EKKAD S V, HAN J C. Mainstream turbulence effect on film effectiveness and heat transfer coefficient of a gas turbine blade with air and CO2 film injection[J]. International Journal of Heat and Mass Transfer, 1994, 37(17): 2707-2714. |
52 | WUNSCH D, HIRSCH C, NIGRO R, et al. Quantification of combined operational and geometrical uncertainties in turbo-machinery design: GT2015-43399 [R]. New York: ASME, 2015. |
53 | CHU J, LUCKRING J. Experimental surface pressure data obtained on 65 deg delta wing across Reynolds number and Mach number ranges: NASA-TM-4645[R]. Hampton: NASA Langley Research Center, 1996. |
54 | 刘永泉, 梁彩云, 施磊, 等. 航空燃气轮机总体设计[M]. 北京: 科学出版社, 2021: 22-30. |
LIU Y Q, LIANG C Y, SHI L, et al. Overall design of aircraft gas turbine engines [M]. Beijing: Science Press, 2021: 22-30 (in Chinese). | |
55 | SMITH C F, LAPP B, GLAVICIC M. Uncertainty quantification of material mechanical properties using surrogate models[C]∥ 17th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference. Reston: AIAA, 2016. |
56 | 程荣辉. 轴流压气机设计技术的发展[J]. 燃气涡轮试验与研究, 2004, 17(2): 1-8. |
CHENG R H. Development of design technology for axial compressor[J]. Gas Turbine Experiment and Research, 2004, 17(2): 1-8 (in Chinese). | |
57 | KOCH C C, SMITH L H. Loss sources and magnitudes in axial-flow compressors[J]. Journal of Engineering for Power, 1976, 98(3): 411-424. |
58 | ÇETIN M, UECER A S, HIRSCH C. Application of modified loss and deviation correlations to transonic axial compressors: AGARD R-745[R]. Paris: AGARD, 1987. |
59 | WEI N. Significance of loss models in aerothermodynamic simulation for axial turbines[D]. Stockholm: Royal Institute of Technology, 2000. |
60 | POTI N D, RABE D C. Verification of compressor data accuracy by uncertainty analysis and testing methods[J]. Journal of Turbomachinery, 1988, 110(2): 265-269. |
61 | AUTE V, MARTIN C. A comprehensive evaluation of regression uncertainty and the effect of sample size on the AHRI-540 method of compressor performance representation[C]∥Proceedings of the Twenty-Third International Compressor Engineering Conference at Purdue, 2016:1-9. |
62 | STILES R J. An example of uncertainty analysis in compressor testing: USAFA-TR-83-2[R]. Colorado Springs: Air Force Academy, 1983. |
63 | REAGAN M T, NAJM H N, GHANEM R G, et al. Uncertainty quantification in reacting-flow simulations through non-intrusive spectral projection[J]. Combustion and Flame, 2003, 132(3): 545-555. |
64 | DENTON J D. Some limitations of turbomachinery CFD: GT2010-22540[R]. New York: ASME, 2010. |
65 | 王永明, 卫刚, 兰发祥, 等. 航空发动机设计体系的建设与发展[J]. 燃气涡轮试验与研究, 2007, 20(3): 1-7. |
WANG Y M, WEI G, LAN F X, et al. Constructing and developing of aeroengine design system[J]. Gas Turbine Experiment and Research, 2007, 20(3): 1-7 (in Chinese). | |
66 | 罗佳奇, 陈泽帅, 曾先. 考虑几何设计参数不确定性影响的涡轮叶栅稳健性气动设计优化[J]. 航空学报, 2020, 41(10): 123826. |
LUO J Q, CHEN Z S, ZENG X. Robust aerodynamic design optimization of turbine cascades considering uncertainty of geometric design parameters[J]. Acta Aeronautica et Astronautica Sinica, 2020, 41(10): 123826. | |
67 | GABREL V, MURAT C, THIELE A. Recent advances in robust optimization: An overview[J]. European Journal of Operational Research, 2014, 235(3):471-483. |
68 | ZHU D, ZHOU J, LIU C, et al. A short review of reliability-based design optimization[J]. IOP Conference Series: Materials Science and Engineering, 2021, 1043(3):032041. |
69 | 刘永泉, 黎旭, 任文成, 等. 数字孪生助力航空发动机跨越发展[J]. 航空动力, 2021(2):24-29. |
LIU Y Q, LI X, REN W C, et al. Digital twin boosting leap-forward development of aero engine[J]. Aerospace Power, 2021(2): 24-29 (in Chinese). |
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