Multi-Objective Optimization of Two-Stage Centrifugal Pump using NSGA-II Algorithm

被引:23
作者
Benturki, M. [1 ]
Dizene, R. [1 ]
Ghenaiet, A. [1 ]
机构
[1] Univ Sci & Technol Houari Boumediene, Fac Mech Engn & Proc Engn, Lab Energet Mech & Convers Syst, BP 32 El Alia, Algiers 16111, Algeria
关键词
Multi-objective optimization; Two-stage centrifugal pump; Unsteady; CFD; NSGA-II; NPSHi;
D O I
10.18869/acadpub.jafm.73.247.28509
中图分类号
O414.1 [热力学];
学科分类号
摘要
Improving the efficiency and suction capability of a multistage centrifugal pump poses a major challenge for the designer of this type of equipment. This paper deals with the optimization of a two stage centrifugal pump using Non-dominated Sorting Genetic Algorithm II (NSGA-II), coupled with three-dimensional Reynolds-averaged Navier-Stokes (3D-RANS) flow solver. The first stage comprises a suction impeller with a diffuser while the second stage is formed by a second impeller connected to a volute. Both impellers are of different dimensions and are inter-connected by a return channel. This arrangement increases the number of varying parameters and thus can add further constraints on the overall optimization process; as a result, a high computational complexity of NSGA-II and a higher computational fluid dynamics (CFD) simulation cost is incurred. In order to save miming time, optimization with CFD simulations are performed on each stage separately shall enable to obtain better parameterization flexibility; therefore, permitting to adopt only three objective functions in as well as limiting other geometrical constraints. The objectives of this study are to maximize the head and hydraulic efficiency at a time where the net positive suction head inception (NPSHi) is kept to minimum. The overall efficiency as well as the head of the optimized pump were increased by 9.8% and 15.7%, respectively, at best efficiency point (BEP) (rotational speed N=2600 rpm); the NPSHi of suction impeller was reduced by 13.6%. At N=1450 rpm (BEP), an improvement of 14.9% in the head and 6.52% for the overall efficiency is observed. An important improvement in performance at different operating flow rates was obtained; this was in addition to other enhancements in the volumetric and hydraulic efficiencies. Unsteady CFD simulations were also performed to predict fluctuations in the pressure field, leakage flows and interactions between impellers and collectors. The obtained results were in agreement with experimental data. The head fluctuation of the optimized pump was also reduced by 22.5% in amplitude; this was favored by the presence of a tapered blade towards the trailing edge and the extended radial gap by 4.86% between the second impeller and cutwater, which was caused by the reduction of the impeller diameter.
引用
收藏
页码:929 / 943
页数:15
相关论文
共 20 条
[1]  
ALANDER JT, 1992, COMPUTER SYSTEMS AND SOFTWARE ENGINEERING, P65, DOI 10.1109/CMPEUR.1992.218485
[2]   IMPLEMENTING SOBOLS QUASIRANDOM SEQUENCE GENERATOR [J].
BRATLEY, P ;
FOX, BL .
ACM TRANSACTIONS ON MATHEMATICAL SOFTWARE, 1988, 14 (01) :88-100
[3]  
Cvetkovic D., 1994, 9411 GMD
[4]  
Daily J.W., 1960, J BASIC ENG-T ASME, V82, P217, DOI DOI 10.1115/1.3662532
[5]  
Deb, 1994, EVOLUTIONARY COMPUTA, V2, P221, DOI DOI 10.1162/EVCO.1994.2.3.221
[6]   A fast and elitist multiobjective genetic algorithm: NSGA-II [J].
Deb, K ;
Pratap, A ;
Agarwal, S ;
Meyarivan, T .
IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION, 2002, 6 (02) :182-197
[7]   An efficient non-dominated sorting method for evolutionary algorithms [J].
Fang, Hongbing ;
Wang, Qian ;
Tu, Yi-Cheng ;
Horstemeyer, Mark E. .
EVOLUTIONARY COMPUTATION, 2008, 16 (03) :355-384
[8]   Comparison of Periodic Flow Fields in a Radial Pump among CFD, PIV, and LDV Results [J].
Feng, Jianjun ;
Benra, F. -K. ;
Dohmen, H. J. .
INTERNATIONAL JOURNAL OF ROTATING MACHINERY, 2009, 2009
[9]   PRESSURE PULSATIONS IN CENTRIFUGAL PUMPS [J].
GUELICH, JF ;
BOLLETER, U .
JOURNAL OF VIBRATION AND ACOUSTICS-TRANSACTIONS OF THE ASME, 1992, 114 (02) :272-279
[10]  
Gülich JF, 2010, CENTRIFUGAL PUMPS, SECOND EDITION, P1, DOI 10.1007/978-3-642-12824-0