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Multi-Objective Optimization of the Hydrodynamic Performance of the Second Stage of a Multi-Phase Pump
- Source :
- Energies, Vol 10, Iss 9, p 1334 (2017), Energies; Volume 10; Issue 9; Pages: 1334
- Publication Year :
- 2017
- Publisher :
- MDPI AG, 2017.
-
Abstract
- Most multi-phase pumps used in crude oil production have been developed to satisfy certain pressure specifications. In the design of these pumps, the flow characteristics of the posterior stage are different from those of the prior stage. For this reason, the design of the second stage needs to be supplemented. To optimize performance in this stage, multi-objective optimization to simultaneously increase pressure and efficiency is reported in this article. Flow analyses of the single and multiple phases of the multi-phase pump were conducted by solving three-dimensional steady Reynolds-averaged Navier–Stokes equations. For the numerical optimization, two design variables related to the blade inlet angle were selected. The impeller and the diffuser blades were optimized using a systematic optimization technique combined with a central composite method and a hybrid multi-objective evolutionary algorithm coupled with a surrogate model. The selected optimal model yielded better hydrodynamic performance than the base model, and reasons for this are investigated through internal flow field analysis.
- Subjects :
- gas volume fraction
Engineering
Control and Optimization
helico-axial pump
multi-phase
multistage
interphase forces
numerical optimization
performance validation
surrogate model
design of experiment
020209 energy
Evolutionary algorithm
Energy Engineering and Power Technology
02 engineering and technology
lcsh:Technology
01 natural sciences
Multi-objective optimization
010305 fluids & plasmas
Diffuser (thermodynamics)
Physics::Fluid Dynamics
Impeller
Surrogate model
Control theory
0103 physical sciences
0202 electrical engineering, electronic engineering, information engineering
Electrical and Electronic Engineering
Engineering (miscellaneous)
lcsh:T
Renewable Energy, Sustainability and the Environment
business.industry
Internal flow
Design of experiments
Control engineering
Stage (hydrology)
business
Energy (miscellaneous)
Subjects
Details
- ISSN :
- 19961073
- Volume :
- 10
- Database :
- OpenAIRE
- Journal :
- Energies
- Accession number :
- edsair.doi.dedup.....431670a183c9a7fd358bf1290f77f715
- Full Text :
- https://doi.org/10.3390/en10091334