Uncertainty quantification of the inlet boundary conditions in a supercritical CO2 centrifugal compressor based on the non-intrusive polynomial chaos

被引:2
作者
Yue, Wenhao [1 ]
Yang, Chen [1 ]
Shi, Chenyue [1 ]
Yang, Jinguang [1 ]
Liao, Naibing [2 ]
机构
[1] Dalian Univ Technol, Sch Energy & Power Engn, Dalian, Peoples R China
[2] AECC Hunan Aviat Powerplant Res Inst, Zhuzhou, Hunan, Peoples R China
关键词
Inlet boundary condition uncertainties; Supercritical carbon dioxide centrifugal compressors; Non-intrusive polynomial chaos; Aerodynamic performance; Uncertainty quantification; EQUATION-OF-STATE; THERMODYNAMIC PROPERTIES; TEMPERATURE;
D O I
10.1016/j.energy.2024.133166
中图分类号
O414.1 [热力学];
学科分类号
摘要
Given the sensitivity of supercritical carbon dioxide centrifugal compressors performance to inlet boundary parameter fluctuations, this study focuses on the uncertainty quantification of the inlet boundary conditions. Non-intrusive polynomial chaos surrogate models were developed for both performance parameters and flow field of a supercritical carbon dioxide centrifugal compressor. Sensitivity and correlation analyses revealed that inlet total temperature is the primary influencing parameter. Fluctuations of 1.37 % in total temperature and 6.75 % in total pressure result in changes of 40.94 %, 18.57 %, and 1.77 % in mass flow rate, total pressure ratio, and total to total isentropic efficiency, respectively. Flow field statistical analysis shows that inlet uncertainties nonlinearly impact the dryness fraction and relative Mach number distributions near the blade leading edge, while the density in the condensation zone on the suction side of the leading edge is less affected. Error bands in static pressure on blade surfaces highlight significant variations, particularly at 90 % spanwise on the blade suction side, where shocks and supersonic flow induce prominent disturbances. This study offers a preliminary methodology and theoretical guidance for robust aerodynamic optimization and operational strategies of supercritical carbon dioxide centrifugal compressors.
引用
收藏
页数:18
相关论文
共 65 条
[31]   Equation of state for carbon dioxide [J].
Kim, Youngil .
JOURNAL OF MECHANICAL SCIENCE AND TECHNOLOGY, 2007, 21 (05) :799-803
[32]   Numerical studies of sCO2 Brayton cycle [J].
Kriz, Daniel ;
Vlcek, Petr ;
Frybort, Otakar .
ENERGY, 2024, 296
[33]   Characterization of Nonequilibrium Condensation of Supercritical Carbon Dioxide in a de Laval Nozzle [J].
Lettieri, Claudio ;
Paxson, Derek ;
Spakovszky, Zoltan ;
Bryanston-Cross, Peter .
JOURNAL OF ENGINEERING FOR GAS TURBINES AND POWER-TRANSACTIONS OF THE ASME, 2018, 140 (04)
[34]   Reduced-dimensional prediction method for the axial aerodynamic forces in the off-design operation of near-critical CO2 centrifugal compressors [J].
Li, Yuzhe ;
Zhang, Enbo ;
Feng, Jiaqi ;
Zhang, Xu ;
Yue, Liangyuan ;
Bai, Bofeng .
ENERGY, 2024, 302
[35]   Enhancing robustness and accuracy of supercritical CO2 compressor performance prediction in closed Brayton cycles: A thermodynamic properties-based numerical method [J].
Liang C. ;
Zheng Q. ;
Lao X. ;
Jiang Y. .
Energy, 2024, 305
[36]  
Marelli S., 2015, CHAIR RISK SAFETY UN, P97
[37]   APPROXIMATION OF QUANTITIES OF INTEREST IN STOCHASTIC PDEs BY THE RANDOM DISCRETE L2 PROJECTION ON POLYNOMIAL SPACES [J].
Migliorati, G. ;
Nobile, F. ;
Von Schwerin, E. ;
Tempone, R. .
SIAM JOURNAL ON SCIENTIFIC COMPUTING, 2013, 35 (03) :A1440-A1460
[38]  
Monge B., 2015, INFLUENCE DESIGN PAR
[39]   Uncertainty Quantification and Polynomial Chaos Techniques in Computational Fluid Dynamics [J].
Najm, Habib N. .
ANNUAL REVIEW OF FLUID MECHANICS, 2009, 41 :35-52
[40]  
Noall J, 2008, Internal program report