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CFD Analysis and Optimum Design for a Centrifugal Pump Using an Effectively Artificial Intelligent Algorithm

In this study, we proposed a novel approach to improve centrifugal pump performance with regard to the pump head, pump efficiency, and power. Firstly, to establish constraints, an optimal numerical model that accounted for factors such as pump efficiency and the head was considered. The pump was des...

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Detalles Bibliográficos
Autores principales: Wang, Chia-Nan, Yang, Fu-Chiang, Nguyen, Van Thanh Tien, Vo, Nhut T. M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9414039/
https://www.ncbi.nlm.nih.gov/pubmed/36014130
http://dx.doi.org/10.3390/mi13081208
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author Wang, Chia-Nan
Yang, Fu-Chiang
Nguyen, Van Thanh Tien
Vo, Nhut T. M.
author_facet Wang, Chia-Nan
Yang, Fu-Chiang
Nguyen, Van Thanh Tien
Vo, Nhut T. M.
author_sort Wang, Chia-Nan
collection PubMed
description In this study, we proposed a novel approach to improve centrifugal pump performance with regard to the pump head, pump efficiency, and power. Firstly, to establish constraints, an optimal numerical model that accounted for factors such as pump efficiency and the head was considered. The pump was designed, and an artificial intelligence algorithmic approach was applied to the pump before performing experiments. We considered a set of models by selecting the parameters of the centrifugal pump casing section area, the interference of the impeller, the volute tongue length, and the volute tongue angle. The weights of the factors of safety and displacement on the optimization indices were estimated. The matrix of the weights for the optimal process was less than 38% or greater than 62%. This approach guarantees a complicated multi-objective optimization problem. The results show that the centrifugal pump performances were improved.
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spelling pubmed-94140392022-08-27 CFD Analysis and Optimum Design for a Centrifugal Pump Using an Effectively Artificial Intelligent Algorithm Wang, Chia-Nan Yang, Fu-Chiang Nguyen, Van Thanh Tien Vo, Nhut T. M. Micromachines (Basel) Article In this study, we proposed a novel approach to improve centrifugal pump performance with regard to the pump head, pump efficiency, and power. Firstly, to establish constraints, an optimal numerical model that accounted for factors such as pump efficiency and the head was considered. The pump was designed, and an artificial intelligence algorithmic approach was applied to the pump before performing experiments. We considered a set of models by selecting the parameters of the centrifugal pump casing section area, the interference of the impeller, the volute tongue length, and the volute tongue angle. The weights of the factors of safety and displacement on the optimization indices were estimated. The matrix of the weights for the optimal process was less than 38% or greater than 62%. This approach guarantees a complicated multi-objective optimization problem. The results show that the centrifugal pump performances were improved. MDPI 2022-07-29 /pmc/articles/PMC9414039/ /pubmed/36014130 http://dx.doi.org/10.3390/mi13081208 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Wang, Chia-Nan
Yang, Fu-Chiang
Nguyen, Van Thanh Tien
Vo, Nhut T. M.
CFD Analysis and Optimum Design for a Centrifugal Pump Using an Effectively Artificial Intelligent Algorithm
title CFD Analysis and Optimum Design for a Centrifugal Pump Using an Effectively Artificial Intelligent Algorithm
title_full CFD Analysis and Optimum Design for a Centrifugal Pump Using an Effectively Artificial Intelligent Algorithm
title_fullStr CFD Analysis and Optimum Design for a Centrifugal Pump Using an Effectively Artificial Intelligent Algorithm
title_full_unstemmed CFD Analysis and Optimum Design for a Centrifugal Pump Using an Effectively Artificial Intelligent Algorithm
title_short CFD Analysis and Optimum Design for a Centrifugal Pump Using an Effectively Artificial Intelligent Algorithm
title_sort cfd analysis and optimum design for a centrifugal pump using an effectively artificial intelligent algorithm
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9414039/
https://www.ncbi.nlm.nih.gov/pubmed/36014130
http://dx.doi.org/10.3390/mi13081208
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