Shape optimization of the ERCOFTAC centrifugal pump impeller using open-source software

被引:26
作者
De Donno, Remo [1 ]
Ghidoni, Antonio [1 ]
Noventa, Gianmaria [1 ]
Rebay, Stefano [1 ]
机构
[1] Univ Brescia, Dept Mech & Ind Engn, Via Branze 38, I-25123 Brescia, Italy
关键词
Centrifugal pump; Shape optimization; CFD simulation; Open-source software; Bezier polynomials; ERCOFTAC; PERFORMANCE; MODELS;
D O I
10.1007/s11081-019-09428-3
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
This paper investigates a surrogate-based optimization technique with a genetic algorithm for fast and robust improvement of centrifugal pump performance. The optimization strategy is based only on open-source software, i.e. Scilab for the geometric parametrization, OpenFOAM for the CFD simulations and DAKOTA for the optimization. This choice aims to achieve widespread diffusion of the proposed methodology. A fully three-dimensional geometry parametrization based on Bezier surfaces is presented, allowing both the impeller and the vaned diffuser to be parametrized. Moreover, we present a comparison of different surrogate models (Kriging and artificial neural network), investigating their performance in pump optimization. We validate the proposed methodology using the ERCOFTAC centrifugal pump, because of the availability of experimental and numerical data. The results of this study demonstrate the potential of surrogate-based optimization techniques to improve the performance of centrifugal pumps.
引用
收藏
页码:929 / 953
页数:25
相关论文
共 26 条
[1]   Inverse design method for centrifugal impellers and comparison with numerical simulation tools [J].
Asuaje, M ;
Bakir, F ;
Kouidri, S ;
Rey, R .
INTERNATIONAL JOURNAL OF COMPUTATIONAL FLUID DYNAMICS, 2004, 18 (02) :101-110
[2]  
Beaudoin M, 2008, P OP SOURC CFD INT C
[3]   Application of computational fluid dynamics and surrogate-coupled evolutionary computing to enhance centrifugal-pump performance [J].
Bellary, Sayed Ahmed Imran ;
Adhav, Rohit ;
Siddique, M. Hamid ;
Chon, Bo-Hyun ;
Kenyery, Frank ;
Samad, Abdus .
ENGINEERING APPLICATIONS OF COMPUTATIONAL FLUID MECHANICS, 2016, 10 (01) :172-182
[4]  
Combs J, 1999, ERCOFTAC SEM WORKSH
[5]   Numerical shape optimization of a centrifugal pump impeller using artificial bee colony algorithm [J].
Derakhshan, Shahram ;
Pourmahdavi, Maryam ;
Abdolahnejad, Ehsan ;
Reihani, Amin ;
Ojaghi, Ashkan .
COMPUTERS & FLUIDS, 2013, 81 :145-151
[6]  
Giunta A, 2006, AM I AERONAUT ASTRON
[7]   Improving the hydrodynamic performance of diffuser vanes via shape optimization [J].
Goel, Tushar ;
Dorney, Daniel J. ;
Haftka, Raphael T. ;
Shyy, Wei .
COMPUTERS & FLUIDS, 2008, 37 (06) :705-723
[8]   Hydrodynamic design system for pumps based on 3-D CAD, CFD, and inverse design method [J].
Goto, A ;
Nohmi, M ;
Sakurai, T ;
Sogawa, Y .
JOURNAL OF FLUIDS ENGINEERING-TRANSACTIONS OF THE ASME, 2002, 124 (02) :329-335
[9]   Multi-Objective Aerodynamic Optimization Design and Data Mining of a High Pressure Ratio Centrifugal Impeller [J].
Guo, Zhendong ;
Song, Liming ;
Zhou, Zhiming ;
Li, Jun ;
Feng, Zhenping .
JOURNAL OF ENGINEERING FOR GAS TURBINES AND POWER-TRANSACTIONS OF THE ASME, 2015, 137 (09)
[10]  
Jasak H., 2011, OPENFOAM TURBO TOOLS, P1801