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
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.
引用
收藏
页数:12
相关论文
共 50 条
  • [21] MACHINE LEARNING ENABLED ADAPTIVE OPTIMIZATION OF A TRANSONIC COMPRESSOR ROTOR WITH PRE-COMPRESSION
    Joly, Michael
    Sarkar, Soumalya
    Mehta, Dhagash
    PROCEEDINGS OF THE ASME TURBO EXPO: TURBOMACHINERY TECHNICAL CONFERENCE AND EXPOSITION, 2018, VOL 2C, 2018,
  • [22] Uncertainty Quantification of Performance of Supercritical Carbon Dioxide Compressor
    Ma C.
    Dai L.
    Lyu W.
    Zhang K.
    Yuanzineng Kexue Jishu/Atomic Energy Science and Technology, 2023, 57 (09): : 1782 - 1789
  • [23] Effect of blade tip winglet on the performance of a highly loaded transonic compressor rotor
    Han Shaobing
    Zhong Jingjun
    CHINESE JOURNAL OF AERONAUTICS, 2016, 29 (03) : 653 - 661
  • [24] Statistical evaluation of performance impact of flow variations for a transonic compressor rotor blade
    Xia, Zhiheng
    Luo, Jiaqi
    Liu, Feng
    ENERGY, 2019, 189
  • [25] Effect of blade tip winglet on the performance of a highly loaded transonic compressor rotor
    Han Shaobing
    Zhong Jingjun
    Chinese Journal of Aeronautics, 2016, 29 (03) : 653 - 661
  • [26] Effect of blade tip winglet on the performance of a highly loaded transonic compressor rotor
    Han Shaobing
    Zhong Jingjun
    Chinese Journal of Aeronautics, 2016, (03) : 653 - 661
  • [27] Automatic Design Optimization of a Transonic Compressor Rotor for Improving Aeroacoustic and Aerodynamic Performance
    Wu, Long
    Kim, Jae-Wook
    Wilson, Alexander George
    Shahpar, Shahrokh
    JOURNAL OF TURBOMACHINERY-TRANSACTIONS OF THE ASME, 2022, 144 (08):
  • [28] Wet Compression Performance of a Transonic Compressor Rotor at its Near Stall Point
    Yang, Huaifeng
    Zheng, Qun
    Luo, Mingcong
    Sun, Lanxin
    Bhargava, Rakesh
    JOURNAL OF MARINE SCIENCE AND APPLICATION, 2011, 10 (01) : 49 - 62
  • [29] Effect of Discontinuous Bump at Different Spanwise Positions on the Performance of Transonic Compressor Rotor
    Yang, Sihan
    Yang, Xudong
    Han, Ji'ang
    Guo, Chongjia
    Kung Cheng Je Wu Li Hsueh Pao/Journal of Engineering Thermophysics, 2024, 45 (01): : 77 - 84
  • [30] Performance impact of flow and geometric variations for a turbine blade using an adaptive NIPC method
    Xia, Zhiheng
    Luo, Jiaqi
    Liu, Feng
    AEROSPACE SCIENCE AND TECHNOLOGY, 2019, 90 : 127 - 139