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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...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
SAGE Publications
2020
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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. |
format | Online Article Text |
id | pubmed-10452797 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | SAGE Publications |
record_format | MEDLINE/PubMed |
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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