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Efficient evaluation model of beam pumping unit based on principal component regression analysis

The beam pumping unit is widely used in oil fields as an oil extraction machine. However, due to its structural characteristics and the changing conditions of underground reservoirs, there are many factors affecting the efficiency of the beam pumping unit. How to quickly and accurately reflect the i...

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Detalles Bibliográficos
Autores principales: Ye, Zhewei, Liu, Zhiyang, Cheng, Cheng, Tan, Lang, Feng, Kang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: SAGE Publications 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10452797/
https://www.ncbi.nlm.nih.gov/pubmed/31973637
http://dx.doi.org/10.1177/0036850419895769
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author Ye, Zhewei
Liu, Zhiyang
Cheng, Cheng
Tan, Lang
Feng, Kang
author_facet Ye, Zhewei
Liu, Zhiyang
Cheng, Cheng
Tan, Lang
Feng, Kang
author_sort Ye, Zhewei
collection PubMed
description The beam pumping unit is widely used in oil fields as an oil extraction machine. However, due to its structural characteristics and the changing conditions of underground reservoirs, there are many factors affecting the efficiency of the beam pumping unit. How to quickly and accurately reflect the inefficient factors, and whether the efficiency of the pumping unit is reasonable, it is an urgent problem to be solved. In this article, we propose a pumping unit efficiency evaluation model consisting of the scoring model and the predictive model. The scoring model reflects the inefficient factors, and the predictive model judges whether the efficiency of the pumping unit is reasonable. Finally, the actual production data of the oilfield were used to verify the effectiveness of the method.
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spelling pubmed-104527972023-08-26 Efficient evaluation model of beam pumping unit based on principal component regression analysis Ye, Zhewei Liu, Zhiyang Cheng, Cheng Tan, Lang Feng, Kang Sci Prog Original Manuscript The beam pumping unit is widely used in oil fields as an oil extraction machine. However, due to its structural characteristics and the changing conditions of underground reservoirs, there are many factors affecting the efficiency of the beam pumping unit. How to quickly and accurately reflect the inefficient factors, and whether the efficiency of the pumping unit is reasonable, it is an urgent problem to be solved. In this article, we propose a pumping unit efficiency evaluation model consisting of the scoring model and the predictive model. The scoring model reflects the inefficient factors, and the predictive model judges whether the efficiency of the pumping unit is reasonable. Finally, the actual production data of the oilfield were used to verify the effectiveness of the method. SAGE Publications 2020-01-24 /pmc/articles/PMC10452797/ /pubmed/31973637 http://dx.doi.org/10.1177/0036850419895769 Text en © The Author(s) 2020 https://creativecommons.org/licenses/by-nc/4.0/This article is distributed under the terms of the Creative Commons Attribution-NonCommercial 4.0 License (https://creativecommons.org/licenses/by-nc/4.0/) which permits non-commercial use, reproduction and distribution of the work without further permission provided the original work is attributed as specified on the SAGE and Open Access pages (https://us.sagepub.com/en-us/nam/open-access-at-sage).
spellingShingle Original Manuscript
Ye, Zhewei
Liu, Zhiyang
Cheng, Cheng
Tan, Lang
Feng, Kang
Efficient evaluation model of beam pumping unit based on principal component regression analysis
title Efficient evaluation model of beam pumping unit based on principal component regression analysis
title_full Efficient evaluation model of beam pumping unit based on principal component regression analysis
title_fullStr Efficient evaluation model of beam pumping unit based on principal component regression analysis
title_full_unstemmed Efficient evaluation model of beam pumping unit based on principal component regression analysis
title_short Efficient evaluation model of beam pumping unit based on principal component regression analysis
title_sort efficient evaluation model of beam pumping unit based on principal component regression analysis
topic Original Manuscript
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10452797/
https://www.ncbi.nlm.nih.gov/pubmed/31973637
http://dx.doi.org/10.1177/0036850419895769
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