Title of article :
Multi-Objective Optimization of Two-Stage Centrifugal Pump using NSGA-II Algorithm
Author/Authors :
Benturki, M Laboratory of Energetic Mechanics and Conversion Systems - Faculty of Mechanical Engineering and Process Engineering - University of Science and Technology Houari Boumediene, Algiers, Algeria , Dizene, R Laboratory of Energetic Mechanics and Conversion Systems - Faculty of Mechanical Engineering and Process Engineering - University of Science and Technology Houari Boumediene, Algiers, Algeria , Ghenaiet, A Laboratory of Energetic Mechanics and Conversion Systems - Faculty of Mechanical Engineering and Process Engineering - University of Science and Technology Houari Boumediene, Algiers, Algeria
Abstract :
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 Reynoldsaveraged
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 running 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.
Keywords :
NPSHi , NSGA-II , CFD , Multi-objective optimization , Two-stage centrifugal pump , Unsteady
Journal title :
Astroparticle Physics