Multi-objective optimization of mixed-flow pump impeller based on 3-D inverse design

被引:0
作者
Wang M. [1 ]
Yuan J. [1 ]
Li Y. [1 ]
Zheng Y. [1 ]
机构
[1] National Research Center of Pumps, Jiangsu University, Zhenjiang
来源
Harbin Gongcheng Daxue Xuebao/Journal of Harbin Engineering University | 2020年 / 41卷 / 12期
关键词
Impeller; Kriging model; Latin hypercube sampling; Mixed-flow pump; Multi-objective optimization; Non-dominated genetic algorithm; Numerical simulation; Three-dimensional inverse design;
D O I
10.11990/jheu.201904068
中图分类号
学科分类号
摘要
To further improve the mixed-flow pump operating efficiency and the range of the high efficiency, the mixed-flow pump with a specific speed of 530 was optimized. A comprehensive optimization system consisting of the inverse problem design method, numerical simulation, Latin hypercube sampling method, Kriging model, and non-dominated genetic algorithm was adopted, with the blade load as the design parameter and the pump section efficiency at 0.7Qdes and 1.1Qdes as the optimization objective. After 10 000 different impeller configurations were explored, the Pareto front of the optimal configuration set was obtained, and the appropriate parameter configurations were selected according to engineering requirements. The pump efficiency of the optimized model was significantly improved in a larger flow range (0.7Qdes~1.3Qdes). At the design point, the head was basically unchanged, and the efficiency was increased by about 4.2%. The research results show that this method has good engineering application value. Copyright ©2020 Journal of Harbin Engineering University.
引用
收藏
页码:1854 / 1860
页数:6
相关论文
共 22 条
[1]  
GUAN Xingfan, Modern pumps theory and design, pp. 471-490, (2011)
[2]  
BONAIUTI D, ZANGENEH M., On the coupling of inverse design and optimization techniques for turbomachinery blade design, International Gas Turbine Institute, (2006)
[3]  
LIU Yi, TAN Lei, CAO Shuliang, The micro Genetic algorithm and its usage in the optimization design of mixed-flow pump, Machinery design & manufacture, 9, pp. 1-3, (2012)
[4]  
KIM S, JEONG U B, LEE K Y, Et al., Multi-objective optimization for mixed-flow pump with blade angle of impeller exit and diffuser inlet, Journal of mechanical science and technology, 31, 11, pp. 5099-5106, (2017)
[5]  
KIM S, LEE K Y, KIM J H, Et al., High performance hydraulic design techniques of mixed-flow pump impeller and diffuser, Journal of mechanical science and technology, 29, pp. 227-240, (2015)
[6]  
MIYAUCHI S, HORIGUCHI H, FUKUTOMI J I, Et al., Optimization of meridional flow channel design of pump impeller, International journal of rotating machinery, 10, pp. 115-119, (2004)
[7]  
SRIVASTAVA S, ROY A K, KUMAR K., Design analysis of mixed flow pump impeller blades using ANSYS and prediction of its parameters using artificial neural network, Procedia engineering, 97, pp. 2022-2031, (2014)
[8]  
XIAO Ruofu, TAO Ran, WANG Weiwei, Et al., Inverse design and hydraulic optimization of mixed-flow pump impeller, Transactions of the Chinese society for agricultural machinery, 45, 9, pp. 84-88, (2014)
[9]  
PEI Ji, GAN Xingcheng, WANG Wenjie, Et al., Multi-objective shape optimization on the inlet pipe of a vertical inline pump, Journal of fluids engineering, 141, 6, (2019)
[10]  
WANG Wenjie, YUAN Shouqi, PEI Ji, Et al., Optimization of the diffuser in a centrifugal pump by combining response surface method with multi-island genetic algorithm, Proceedings of the institution of mechanical engineers, Part E: journal of process mechanical engineering, 231, 2, pp. 191-201, (2017)