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QUANTIFICATION OF PERFORMANCE UNCERTAINTY FOR A TRANSONIC COMPRESSOR ROTOR USING AN ADAPTIVE NIPC METHOD
被引:0
作者:
Luo, Jiaqi
[1
]
Xia, Zhiheng
[2
]
Liu, Feng
[3
]
机构:
[1] Zhejiang Univ, Sch Aeronaut & Astronaut, Hangzhou 310027, Zhejiang, Peoples R China
[2] Peking Univ, Dept Aeronaut & Astronaut, Beijing 100871, Peoples R China
[3] Univ Calif Irvine, Dept Mech & Aerosp Engn, Irvine, CA 92697 USA
来源:
PROCEEDINGS OF THE ASME TURBO EXPO: TURBOMACHINERY TECHNICAL CONFERENCE AND EXPOSITION, 2019, VOL 7A
|
2019年
基金:
中国国家自然科学基金;
关键词:
POLYNOMIAL CHAOS;
INTERPOLATION;
OPTIMIZATION;
VARIABILITY;
DISTORTION;
IMPACT;
D O I:
暂无
中图分类号:
TH [机械、仪表工业];
学科分类号:
0802 ;
摘要:
Turbomachines are designed and run at specific operational conditions. However, due to some deterministic and stochastic sources of flow variations, especially at the inlet and outlet of turbomachinery blades, the influence of operational condition variations to aerodynamic performance are considerable. The quantification of performance change is one crucial module in robust design of turbomachinery blades. The paper studies the performance impact of stochastic operational condition variations using polynomial chaos. To reduce the computational cost, an adaptive sparse grid technique is employed to construct the adaptive non -intrusive polynomial chaos (NIPC) model. Through statistical evaluations of performance change for a three-dimensional transonic compressor rotor blade, NASA Rotor 67, the response performance of adaptive NIPC is firstly verified by comparing with the direct MCS method and static NIPC. Then the adaptive NIPC is used to statistically evaluate the adiabatic efficiency change of Rotor 67 due to the separate variation of inlet total pressure and outlet back pressure at two operation conditions: near peak efficiency and near stall. It is found that the performance change is nonlinear dependent on the inlet and outlet pressure variations. Besides, the simultaneous effects of inlet and outlet pressure variations to the performance change are investigated. Finally, the statistical results of flow variations along span, on the suction side and blade-to-blade streamsurfaces at different spans are illustrated in detail to demonstrate how the inlet and outlet pressure variations influence the aerodynamic performance change.
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页数:12
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