Uncertainty quantification of aerothermal performance of squealer tip with film cooling structure

被引:0
作者
Huang, Ming [1 ]
Zhang, Kaiyuan [1 ]
Li, Zhigang [1 ]
Li, Jun [1 ]
机构
[1] College of Energy and Power Engineering, Xi’an Jiaotong University, Xi’an
来源
Hangkong Xuebao/Acta Aeronautica et Astronautica Sinica | 2024年 / 45卷 / 19期
基金
中国国家自然科学基金;
关键词
film cooling; sensitivity analysis; squealer tip; turbine blade; uncertainty quantification;
D O I
10.7527/S1000-6893.2024.29979
中图分类号
学科分类号
摘要
This study proposes an efficient gas turbine blade aerothermal performance uncertainty system based on the genetic algorithm acceleration strategy,and develops a method for uncertainty data analysis of the blade tip aero⁃ thermal properties. The proposed system and method are utilized for the quantitative study of the uncertainty in the aerothermal performance of a squealer tip with film cooling structure,taking into account the operating condition fluc⁃ tuation and geometrical parameter deviation. The results show that coolant jet injection will enhance the unsteady ten⁃ dency of the downstream flow field of the first-stage rotor blades. In the actual operation of the gas turbine,the film cooling effectiveness in the region predicted at the design stage to be adequately covered by the coolant jet will be much lower than the value obtained from the deterministic calculations. Under the impact of the uncertainty inputs,the film cooling effectiveness of the squealer tip meets the Normal distribution. The mean value is reduced by 20. 06% compared with the design value,and the probability of 10% deviation from the design value is as high as 81. 84%. The result of sensitivity analysis shows that the main parameter affecting the fluctuation of the total downstream pres⁃ sure loss coefficient is the tip clearance deviation,with the variance index as high as 87. 21%. The total inlet tempera⁃ ture fluctuation is the key parameter affecting the uncertainty of the film cooling effectiveness,with the variance index of 84. 01%. © 2024 Chinese Society of Astronautics. All rights reserved.
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相关论文
共 27 条
[1]  
BUNKER R S., Axial turbine blade tips:Function,de⁃ sign,and durability[J], Journal of Propulsion and Power, 22, 2, pp. 271-285, (2006)
[2]  
KWAK J S, HAN J C,, Et al., Heat transfer coef⁃ ficients on the squealer tip and near-tip regions of a gas turbine blade with single or double squealer[J], Journal of Turbomachinery, 125, 4, pp. 778-787, (2003)
[3]  
ZHOU C,, HODSON H., Squealer geometry effects on aerothermal performance of tip-leakage flow of cavity tips [J], Journal of Propulsion and Power, 28, 3, pp. 556-567, (2012)
[4]  
ZOU Z P,, SHAO F, Et al., Dominant flow struc⁃ ture in the squealer tip gap and its impact on turbine aero⁃ dynamic performance[J], Energy, 138, pp. 167-184, (2017)
[5]  
ZHENG X Q, WANG J Y,, HUANG W N,, Et al., Uncertainty-based design system for aeroengines[J], Acta Aeronautica et Astronautica Sinica, 44, 7, (2023)
[6]  
XIONG F F, LI Z X,, LIU Y,, Et al., A review of charac⁃ terization methods for parameter uncertainty in engineer⁃ ing design based on numerical simulation[J], Acta Aero⁃ nautica et Astronautica Sinica, 44, 22, (2023)
[7]  
LUO J Q, CHEN Z S, ZOU Z P,, Et al., Statistics on geo⁃ metric uncertainties of casting blades in low-pressure tur⁃ bines[J], Acta Aeronautica et Astronautica Sinica, 44, 6, (2023)
[8]  
LUO J Q, ZENG X, Et al., Uncertainty impact of Reynolds number on flow losses of high-lift low-pressure turbine cascade[J], Acta Aeronautica et Astro⁃ nautica Sinica, 43, 7, (2022)
[9]  
WANG H H, GAO L M,, YANG G,, Et al., Robust data-driven uncertainty quantification method and its applica⁃ tion in compressor cascade[J], Acta Aeronautica et As⁃ tronautica Sinica, 44, 17, (2023)
[10]  
BUNKER R S., The effects of manufacturing tolerances on gas turbine cooling[J], Journal of Turbomachinery, 131, 4, (2009)