Cargando…
Construction and Application of a Big Data System for Regional Lakes in Coalbed Methane Development
[Image: see text] With the rapid development and widespread application of big data and artificial intelligence, the upgrading of digital and intelligent industries has been rapidly popularized in the oil and gas industry. First, based on the theory of ″regional data lake″, the digital nature of the...
Autores principales: | , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
American Chemical Society
2023
|
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10210208/ https://www.ncbi.nlm.nih.gov/pubmed/37251117 http://dx.doi.org/10.1021/acsomega.3c02367 |
_version_ | 1785047021161283584 |
---|---|
author | Wang, Hongya Adenutsi, Caspar Daniel Wang, Can Sun, Zheng Zhang, Yue Li, Yuxin Zhang, Yiping Wang, Jiahuan |
author_facet | Wang, Hongya Adenutsi, Caspar Daniel Wang, Can Sun, Zheng Zhang, Yue Li, Yuxin Zhang, Yiping Wang, Jiahuan |
author_sort | Wang, Hongya |
collection | PubMed |
description | [Image: see text] With the rapid development and widespread application of big data and artificial intelligence, the upgrading of digital and intelligent industries has been rapidly popularized in the oil and gas industry. First, based on the theory of ″regional data lake″, the digital nature of the CBM governance system is analyzed, and the optimization model of CBM governance for different data types is established. Second, considering the geological characteristics and development mode of the CBM reservoir, the regional data lake expansion model is established. Third, a theoretical model of coupling ″on-site data, laboratory data, management data, and data management system″ has been established. The research shows the following: (a) The CBM governance system based on the regional data lake can be divided into four parts: basic support, data life cycle, core governance areas, and governance strategy support. (b) The coupling of the coalbed methane governance model with the BP neural network model in this article has good application results. (c) The computational efficiency of this model has been improved by 12%, which has broad application prospects. |
format | Online Article Text |
id | pubmed-10210208 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | American Chemical Society |
record_format | MEDLINE/PubMed |
spelling | pubmed-102102082023-05-26 Construction and Application of a Big Data System for Regional Lakes in Coalbed Methane Development Wang, Hongya Adenutsi, Caspar Daniel Wang, Can Sun, Zheng Zhang, Yue Li, Yuxin Zhang, Yiping Wang, Jiahuan ACS Omega [Image: see text] With the rapid development and widespread application of big data and artificial intelligence, the upgrading of digital and intelligent industries has been rapidly popularized in the oil and gas industry. First, based on the theory of ″regional data lake″, the digital nature of the CBM governance system is analyzed, and the optimization model of CBM governance for different data types is established. Second, considering the geological characteristics and development mode of the CBM reservoir, the regional data lake expansion model is established. Third, a theoretical model of coupling ″on-site data, laboratory data, management data, and data management system″ has been established. The research shows the following: (a) The CBM governance system based on the regional data lake can be divided into four parts: basic support, data life cycle, core governance areas, and governance strategy support. (b) The coupling of the coalbed methane governance model with the BP neural network model in this article has good application results. (c) The computational efficiency of this model has been improved by 12%, which has broad application prospects. American Chemical Society 2023-05-11 /pmc/articles/PMC10210208/ /pubmed/37251117 http://dx.doi.org/10.1021/acsomega.3c02367 Text en © 2023 The Authors. Published by American Chemical Society https://creativecommons.org/licenses/by-nc-nd/4.0/Permits non-commercial access and re-use, provided that author attribution and integrity are maintained; but does not permit creation of adaptations or other derivative works (https://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Wang, Hongya Adenutsi, Caspar Daniel Wang, Can Sun, Zheng Zhang, Yue Li, Yuxin Zhang, Yiping Wang, Jiahuan Construction and Application of a Big Data System for Regional Lakes in Coalbed Methane Development |
title | Construction and
Application of a Big Data System
for Regional Lakes in Coalbed Methane Development |
title_full | Construction and
Application of a Big Data System
for Regional Lakes in Coalbed Methane Development |
title_fullStr | Construction and
Application of a Big Data System
for Regional Lakes in Coalbed Methane Development |
title_full_unstemmed | Construction and
Application of a Big Data System
for Regional Lakes in Coalbed Methane Development |
title_short | Construction and
Application of a Big Data System
for Regional Lakes in Coalbed Methane Development |
title_sort | construction and
application of a big data system
for regional lakes in coalbed methane development |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10210208/ https://www.ncbi.nlm.nih.gov/pubmed/37251117 http://dx.doi.org/10.1021/acsomega.3c02367 |
work_keys_str_mv | AT wanghongya constructionandapplicationofabigdatasystemforregionallakesincoalbedmethanedevelopment AT adenutsicaspardaniel constructionandapplicationofabigdatasystemforregionallakesincoalbedmethanedevelopment AT wangcan constructionandapplicationofabigdatasystemforregionallakesincoalbedmethanedevelopment AT sunzheng constructionandapplicationofabigdatasystemforregionallakesincoalbedmethanedevelopment AT zhangyue constructionandapplicationofabigdatasystemforregionallakesincoalbedmethanedevelopment AT liyuxin constructionandapplicationofabigdatasystemforregionallakesincoalbedmethanedevelopment AT zhangyiping constructionandapplicationofabigdatasystemforregionallakesincoalbedmethanedevelopment AT wangjiahuan constructionandapplicationofabigdatasystemforregionallakesincoalbedmethanedevelopment |