Article(id=1314917812326461862, tenantId=1146029695717560320, journalId=1234093305789726721, issueId=1314917704910340427, articleNumber=null, orderNo=null, doi=null, pmid=null, cstr=null, oa=null, hot=null, price=null, onlineType=0, articleFormat=0, articleType=null, articleTypeStr=null, receivedDate=1735833600000, receivedDateStr=2025-01-03, revisedDate=null, revisedDateStr=null, acceptedDate=null, acceptedDateStr=null, onlineDate=1791430436449, onlineDateStr=2026-10-08, pubDate=1755619200000, pubDateStr=2025-08-20, doiRegisterDate=null, doiRegisterDateStr=null, onlineIssueDate=1791430436449, onlineIssueDateStr=2026-10-08, onlineJustAcceptDate=null, onlineJustAcceptDateStr=null, onlineFirstDate=null, onlineFirstDateStr=null, sourceXml=null, magXml=null, createTime=1791430436449, creator=13701087609, updateTime=1791430436449, updator=13701087609, issue=Issue{id=1314917704910340427, tenantId=1146029695717560320, journalId=1234093305789726721, year='2025', volume='45', issue='8', pageStart='4145', pageEnd='4736', issueExtLink='null', onlineDate='null', pubDate='1755619200000', pubDateStr='2025-08-20', beforeIssueId=null, nextIssueId=null, price=null, status=1, issueComplete=1, articleOrder=1, issueType=-1, specialIssue=null, createTime=1791430410840, creator='13701087609', updateTime=1791431909627, updator='13701087609', preIssue=null, nextIssue=null, articleTotal=null, ext={EN=IssueExt(id=1314923991341555972, tenantId=1146029695717560320, journalId=1234093305789726721, issueId=1314917704910340427, language=EN, specialIssueTitle=, coverIllustrator=null, specialIssueEditor=, specialIssueAbout=), CN=IssueExt(id=1314923991345750277, tenantId=1146029695717560320, journalId=1234093305789726721, issueId=1314917704910340427, language=CN, specialIssueTitle=, coverIllustrator=null, specialIssueEditor=, specialIssueAbout=)}, issueFiles=null, downloadFileDto=null}, startPage=4667, endPage=4676, ext={EN=ArticleExt(id=1314917812536177063, articleId=1314917812326461862, tenantId=1146029695717560320, journalId=1234093305789726721, language=EN, title=Numerical simulation and parameter global sensitivity analysis of CO2 geological storage and utilization in oil-water mixed layers, columnId=1234106390126588740, journalTitle=China Environmental Science, columnName=Carbon Emission Control, runingTitle=null, highlight=null, articleAbstract=

In this paper, an oil field in Northern Jiangsu Province is selected as the research object, and a multiphase flow reaction migration model CO2-DSMRT for CO2 displacement and storage is constructed to describe the transformation and fate of supercritical state/gas phase, dissolved water phase, dissolved oil phase and mineral phase CO2 on a century scale. The sensitive parameters affecting the prediction results of the model are identified by Sobol method. Furthermore, PSO-LSSVM method was used to establish an alternative model to characterize the mapping relationship between sensitive parameter input and CO2 multiphase output results, and Monte Carlo stochastic simulation was carried out to quantify the uncertainty of the model. The results show that after 100 years of CO2 injection into the oil-water mixed layer, the gas phase CO2 accounts for 61.2%, the oil-soluble phase CO2 accounts for 17.8%, the water-soluble phase CO2 accounts for 11.2%, and the mineral phase CO2 accounts for 9.8%. The most sensitive parameter of co2-dsmrt model to oil production is permeability, and the most sensitive parameter to reservoir CO2 storage is porosity. The production investment ratio of CO2 storage capacity and oil production under different confidence levels is significantly different. P10scenario is suitable for storage priority strategy, P50 scenario can achieve the balance between storage and economic benefits, and P90 scenario is more suitable for production optimization strategy.

, authors=Yu-jia ZHANG1, Yun YANG1, *, Xu-long GONG2, Hui-xing ZHU3, Long-yu CUI2, Gong-yi WU4, Jian SONG1, Chun ZHU1, Ji-chun WU5, authorsList=Yu-jia ZHANG, Yun YANG, Xu-long GONG, Hui-xing ZHU, Long-yu CUI, Gong-yi WU, Jian SONG, Chun ZHU, Ji-chun WU, authorCompany=null, correspAuthors=Yun YANG, authorNote=null, correspAuthorsNote=null, copyrightStatement=null, copyrightOwner=null, extLink=null, articleAbsUrl=null, sourceXml=null, magXml=null, pdfUrl=null, pdf=null, pdfFileSize=null, pdfExtLink=null, richHtmlUrl=null, mobilePdfUrl=null, reviewReport=null, pdfFirstPage=null, abstractGraph=null, abstractGraphContent=null, abstractVideo=null, citation=null, cebUrl=null, magXmlContent=null, mapNumber=null, fund=null), CN=ArticleExt(id=1314917812989161896, articleId=1314917812326461862, tenantId=1146029695717560320, journalId=1234093305789726721, language=CN, title=油水混合层CO2地质封存与利用数值模拟及参数全局敏感性分析, columnId=1234106391661704058, journalTitle=中国环境科学, columnName=碳排放控制, runingTitle=null, highlight=null, articleAbstract=

选择苏北某油田为研究对象,构建了CO2驱油与封存多相流反应运移模型CO2-DSMRT刻画超临界态/气相、溶水相、溶油相和矿物相CO2在百年尺度上的转化和归趋,利用Sobol方法识别了影响模型预测结果的敏感参数.进一步采用PSO-LSSVM方法建立替代模型以表征敏感参数输入和CO2多相态输出结果之间的映射关系,并开展蒙特卡洛随机模拟量化模型的不确定性.结果表明,CO2注入油水混合层100a后,气相CO2占比61.2%,溶油相CO2占比17.8%,溶水相CO2占比11.2%,矿物相CO2占比9.8%,CO2-DSMRT模型对开采油量最敏感的参数为渗透率,对储层CO2封存量最敏感的参数为孔隙度.不同置信水平下CO2封存量和产油量的产投比差异明显,P10情境适用于封存优先策略,P50情境下可实现封存与经济效益平衡,P90情境下更适合增产优化策略.

, authors=张雨佳1, 杨蕴1, *, 龚绪龙2, 朱慧星3, 崔龙玉2, 吴公益4, 宋健1, 朱淳1, 吴吉春5, authorsList=张雨佳, 杨蕴, 龚绪龙, 朱慧星, 崔龙玉, 吴公益, 宋健, 朱淳, 吴吉春, authorCompany=null, correspAuthors=杨蕴, authorNote=

张雨佳(1999-),女,山东青岛人,硕士研究生,主要从事地下水数值模拟研究..

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* 责任作者,教授,
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张雨佳(1999-),女,山东青岛人,硕士研究生,主要从事地下水数值模拟研究..

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张雨佳(1999-),女,山东青岛人,硕士研究生,主要从事地下水数值模拟研究..

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油水混合层CO2地质封存与利用数值模拟及参数全局敏感性分析
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张雨佳 1 , 杨蕴 1, * , 龚绪龙 2 , 朱慧星 3 , 崔龙玉 2 , 吴公益 4 , 宋健 1 , 朱淳 1 , 吴吉春 5
中国环境科学 | 碳排放控制 2025,45(8): 4667-4676
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中国环境科学 |碳排放控制 2025 , 45 (8) : 4667 -4676
油水混合层CO2地质封存与利用数值模拟及参数全局敏感性分析
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张雨佳1 , 杨蕴1, * , 龚绪龙2, 朱慧星3, 崔龙玉2, 吴公益4, 宋健1, 朱淳1, 吴吉春5
作者信息
  • 1.河海大学地球科学与工程学院,地下水保护与利用国家级重点实验室培育建设点,江苏 南京 211100
  • 2.江苏省地质调查研究院,江苏 南京 210002
  • 3.吉林大学新能源与环境学院,吉林 长春 130021
  • 4.中国石油化工股份有限公司华东油气分公司,江苏 泰州 225300
  • 5.南京大学地球科学与工程学院,江苏 南京 210023
通讯作者:
* 责任作者,教授,
作者简介:

张雨佳(1999-),女,山东青岛人,硕士研究生,主要从事地下水数值模拟研究..

Numerical simulation and parameter global sensitivity analysis of CO2 geological storage and utilization in oil-water mixed layers
Yu-jia ZHANG1 , Yun YANG1, * , Xu-long GONG2, Hui-xing ZHU3, Long-yu CUI2, Gong-yi WU4, Jian SONG1, Chun ZHU1, Ji-chun WU5
Affiliations
  • 1.Key Laboratory of Groundwater Protection and Utilization—National Key Laboratory Cultivation and Development Site, School of Earth Science and Engineering, Hohai University, Nanjing 211100, China
  • 2.Jiangsu Geological Survey and Research Institute, Nanjing 210002, China
  • 3.College of New Energy and Environment, Jilin University, Changchun 130021, China
  • 4.China Petroleum & Chemical Corporation East China Oil&Gas Branch, Taizhou 225300, China
  • 5.School of Earth Science and Engineering, Nanjing University,Nanjing 210023, China
出版时间: 2025-08-20
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选择苏北某油田为研究对象,构建了CO2驱油与封存多相流反应运移模型CO2-DSMRT刻画超临界态/气相、溶水相、溶油相和矿物相CO2在百年尺度上的转化和归趋,利用Sobol方法识别了影响模型预测结果的敏感参数.进一步采用PSO-LSSVM方法建立替代模型以表征敏感参数输入和CO2多相态输出结果之间的映射关系,并开展蒙特卡洛随机模拟量化模型的不确定性.结果表明,CO2注入油水混合层100a后,气相CO2占比61.2%,溶油相CO2占比17.8%,溶水相CO2占比11.2%,矿物相CO2占比9.8%,CO2-DSMRT模型对开采油量最敏感的参数为渗透率,对储层CO2封存量最敏感的参数为孔隙度.不同置信水平下CO2封存量和产油量的产投比差异明显,P10情境适用于封存优先策略,P50情境下可实现封存与经济效益平衡,P90情境下更适合增产优化策略.

CO2地质封存与利用  /  多相流  /  反应运移  /  全局敏感性分析  /  不确定性分析

In this paper, an oil field in Northern Jiangsu Province is selected as the research object, and a multiphase flow reaction migration model CO2-DSMRT for CO2 displacement and storage is constructed to describe the transformation and fate of supercritical state/gas phase, dissolved water phase, dissolved oil phase and mineral phase CO2 on a century scale. The sensitive parameters affecting the prediction results of the model are identified by Sobol method. Furthermore, PSO-LSSVM method was used to establish an alternative model to characterize the mapping relationship between sensitive parameter input and CO2 multiphase output results, and Monte Carlo stochastic simulation was carried out to quantify the uncertainty of the model. The results show that after 100 years of CO2 injection into the oil-water mixed layer, the gas phase CO2 accounts for 61.2%, the oil-soluble phase CO2 accounts for 17.8%, the water-soluble phase CO2 accounts for 11.2%, and the mineral phase CO2 accounts for 9.8%. The most sensitive parameter of co2-dsmrt model to oil production is permeability, and the most sensitive parameter to reservoir CO2 storage is porosity. The production investment ratio of CO2 storage capacity and oil production under different confidence levels is significantly different. P10scenario is suitable for storage priority strategy, P50 scenario can achieve the balance between storage and economic benefits, and P90 scenario is more suitable for production optimization strategy.

CO2 geological storage and utilization  /  multiphase flow  /  reactive transport  /  global sensitivity analysis  /  uncertainty analysis
张雨佳, 杨蕴, 龚绪龙, 朱慧星, 崔龙玉, 吴公益, 宋健, 朱淳, 吴吉春. 油水混合层CO2地质封存与利用数值模拟及参数全局敏感性分析. 中国环境科学, 2025 , 45 (8) : 4667 -4676 .
Yu-jia ZHANG, Yun YANG, Xu-long GONG, Hui-xing ZHU, Long-yu CUI, Gong-yi WU, Jian SONG, Chun ZHU, Ji-chun WU. Numerical simulation and parameter global sensitivity analysis of CO2 geological storage and utilization in oil-water mixed layers[J]. China Environmental Science, 2025 , 45 (8) : 4667 -4676 .
  • 国家自然科学基金-核技术创新联合基金资助项目(U2167212)
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  • 接收时间:2025-01-03
  • 首发时间:2026-10-08
  • 出版时间:2025-08-20
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  • 收稿日期:2025-01-03
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国家自然科学基金-核技术创新联合基金资助项目(U2167212)
作者信息
    1.河海大学地球科学与工程学院,地下水保护与利用国家级重点实验室培育建设点,江苏 南京 211100
    2.江苏省地质调查研究院,江苏 南京 210002
    3.吉林大学新能源与环境学院,吉林 长春 130021
    4.中国石油化工股份有限公司华东油气分公司,江苏 泰州 225300
    5.南京大学地球科学与工程学院,江苏 南京 210023

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小菇科 Mycenaceae 2 12 5.74 丝盖伞属 Inocybe 5 2.39
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红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87
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