Acta Petrolei Sinica ›› 2023, Vol. 44 ›› Issue (12): 2270-2285.DOI: 10.7623/syxb202312016
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Liu Xiwu, Wang Xinyu, Liu Yuwei, Zhang Jinqiang, Liu Jiong, Liu Qian
Received:
2023-06-20
Revised:
2023-09-15
Online:
2023-12-25
Published:
2024-01-06
刘喜武, 王心宇, 刘宇巍, 张金强, 刘炯, 刘倩
通讯作者:
刘喜武,男,1970年12月生,2004年获中国科学院地质与地球物理研究所博士学位,现为中国石油化工股份有限公司石油勘探开发研究院研究员,主要从事地球物理方法及页岩油气甜点预测研究与实践工作。Email:liuxw.syky@sinopec.com
作者简介:
刘喜武,男,1970年12月生,2004年获中国科学院地质与地球物理研究所博士学位,现为中国石油化工股份有限公司石油勘探开发研究院研究员,主要从事地球物理方法及页岩油气甜点预测研究与实践工作。Email:liuxw.syky@sinopec.com
基金资助:
CLC Number:
Liu Xiwu, Wang Xinyu, Liu Yuwei, Zhang Jinqiang, Liu Jiong, Liu Qian. Current status and development direction of seismic prospecting technology for continental shale oil in China[J]. Acta Petrolei Sinica, 2023, 44(12): 2270-2285.
刘喜武, 王心宇, 刘宇巍, 张金强, 刘炯, 刘倩. 中国陆相页岩油地震勘探技术现状及发展方向[J]. 石油学报, 2023, 44(12): 2270-2285.
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[1] 马永生,蔡勋育,赵培荣,等. 中国陆相页岩油地质特征与勘探实践[J].地质学报,2022,96(1):155-171. MA Yongsheng,CAI Xunyu,ZHAO Peirong,et al.Geological characteristics and exploration practices of continental shale oil in China[J].Acta Geologica Sinica,2022,96(1):155-171. [2] 金之钧,白振瑞,高波,等.中国迎来页岩油气革命了吗?[J].石油与天然气地质,2019,40(3):451-458. JIN Zhijun,BAI Zhenrui,GAO Bo,et al.Has China ushered in the shale oil and gas revolution?[J].Oil & Gas Geology,2019,40(3):451-458. [3] 刘喜武,刘宇巍,刘志远,等.陆相页岩油甜点地球物理表征研究进展[J].石油与天然气地质,2019,40(3):504-511. LIU Xiwu,LIU Yuwei,LIU Zhiyuan,et al.Progresses in geophysical characterization of continental shale oil sweet spots[J].Oil & Gas Geology,2019,40(3)504-511. [4] 刘喜武,刘宇巍,郭智奇.陆相页岩油关键甜点要素地球物理表征技术[J].地球物理学进展,2022,37(4):1576-1584. LIU Xiwu,LIU Yuwei,GUO Zhiqi.Key sweet spot factors seismic characterization of continental shale oil[J].Progress in Geophysics,2022,37(4):1576-1584. [5] 赵殿栋.我国陆相页岩油勘探开发物探技术需求及对策分析[J].石油物探,2022,61(6):963-974. ZHAO Diandong.Considerations on application strategies of geophysical techniques for lacustrine shale oil exploration and development[J].Geophysical Prospecting for Petroleum,2022,61(6):963-974. [6] CHOPRA S,MARFURT K J.Seismic attributes for prospect identification and reservoir characterization[M].Tulsa:Society of Exploration Geophysicists,2007. [7] MONTGOMERY S L,JARVIE D M,BOWKER K A,et al.Mississippian Barnett Shale,Fort Worth basin,north-central Texas:gas-shale play with multi-trillion cubic foot potential[J].AAPG Bulletin,2005,89(2):155-175. [8] ABOUELRESH M O,SLATT R M.Lithofacies and sequence stratigraphy of the Barnett Shale in east-central Fort Worth Basin,Texas[J].AAPG Bulletin,2012,96(1):1-22. [9] GRAY F D,SCHMIDT D P,DELBECQ F.Optimize shale gas field development using stresses and rock strength derived from 3D seismic data[R].SPE 137315,2010. [10] 王团,唐晓花,田得光,等.松辽盆地古龙页岩油富集层地球物理定量表征方法及其应用[J].大庆石油地质与开发,2021,40(5):121-133. WANG Tuan,TANG Xiaohua,TIAN Deguang,et al.Quantitative geophysical characterizing method and its application for Gulong shale oil enriched layers in Songliao Basin[J].Petroleum Geology & Oilfield Development in Daqing,2021,40(5):121-133. [11] GUO Zhiqi,LIU Cai,LIU Xiwu,et al.Research on anisotropy of shale oil reservoir based on rock physics model[J].Applied Geophysics,2016,13(2):382-392. [12] 刘喜武,刘宇巍,霍志周,等.页岩油气层地震岩石物理计算方法研究[J].石油物探,2016,55(1):10-17. LIU Xiwu,LIU Yuwei,HUO Zhizhou,et al.Study on seismic rock physics computational method for shale reservoir[J].Geophysical Prospecting for Petroleum,2016,55(1):10-17. [13] 霍志周,刘喜武,刘宇巍,等.基于计算岩石物理方法的页岩储层弹性参数提取[J].地球物理学报,2018,61(7):3019-3027. HUO Zhizhou,LIU Xiwu,LIU Yuwei,et al.Determining elastic parameters of shale reservoirs based on computational rock physics methods[J].Chinese Journal of Geophysics,2018,61(7):3019-3027. [14] 刘喜武,刘宇巍,刘志远,等.页岩层系天然裂缝地震预测技术研究[J].石油物探,2018,57(4):611-617. LIU Xiwu,LIU Yuwei,LIU Zhiyuan,et al.Seismic prediction of natural fractures in series of shale oil reservoirs[J].Geophysical Prospecting for Petroleum,2018,57(4):611-617. [15] LIU Xiwu,GUO Zhiqi,HAN Xu.Full waveform seismic AVAZ signatures of anisotropic shales by integrated rock physics and the reflectivity method[J].Journal of Geophysics and Engineering,2018,15(3):980-994. [16] LIU Yuwei,LIU Xiwu,LU Yongxu,et al.Fracture prediction approach for oil-bearing reservoirs based on AVAZ attributes in an orthorhombic medium[J].Petroleum Science,2018,15(3):510-520. [17] LI Han,LIU Xiwu,CHANG Xu,et al.Impact of shale anisotropy on seismic wavefield[J].Energies,2019,12(23):4412. [18] 邓馨卉,刘财,郭智奇,等.济阳坳陷罗家地区各向异性页岩储层全波场地震响应模拟及分析[J].吉林大学学报:地球科学版,2018,48(4):1231-1243. DENG Xinhui,LIU Cai,GUO Zhiqi,et al.Full wave field seismic response simulation and analysis of anisotropic shale reservoir in Luojia area of Jiyang depression[J].Journal of Jilin University:Earth Science Edition,2018,48(4):1231-1243. [19] LIU Xiwu,GUO Zhiqi,ZHANG Qibin,et al.Rock physical characterisation of microstructural fabrics and elastic anisotropy for a shale oil reservoir[J].Journal of Geophysics and Engineering,2020,17(2):377-389. [20] LIU Xiwu,GAO Fengxia,ZHANG Yuanyin,et al.Seismic resolution enhancement in shale-oil reservoirs[J].Geophysics,2018,83(5):B281-B287. [21] 付金华,牛小兵,淡卫东,等.鄂尔多斯盆地中生界延长组长7段页岩油地质特征及勘探开发进展[J].中国石油勘探,2019,24(5):601-614. FU Jinhua,NIU Xiaobing,DAN Weidong,et al.The geological characteristics and the progress on exploration and development of shale oil in Chang7 Member of Mesozoic Yanchang Formation,Ordos Basin[J].China Petroleum Exploration,2019,24(5):601-611. [22] 柳忠泉,曾治平,田继军,等.吉木萨尔凹陷二叠系芦草沟组"甜点"成因与分布预测[J].岩性油气藏,2022,34(3):15-28. LIU Zhongquan,ZENG Zhiping,TIAN Jijun,et al.Genesis and distribution prediction of sweet spots of Permian Lucaogou Formation in Jimsar sag[J].Lithologic Reservoirs,2022,34(3):15-28. [23] 刘致水,孙赞东.新型脆性因子及其在泥页岩储集层预测中的应用[J].石油勘探与开发,2015,42(1):117-124. LIU Zhishui,SUN Zandong.New brittleness indexes and their application in shale/clay gas reservoir prediction[J].Petroleum Exploration and Development,2015,42(1):117-124. [24] QIAN Keran,HE Zhiliang,CHEN Yequan,et al.Prediction of brittleness based on anisotropic rock physics model for kerogen-rich shale[J].Applied Geophysics,2017,14(4):463-479. [25] QIAN Keran,LIU Tao,LIU Junzhou,et al.Construction of a novel brittleness index equation and analysis of anisotropic brittleness characteristics for unconventional shale formations[J].Petroleum Science,2020,17(1):70-85. [26] QIAN Keran,HE Zhiliang,LIU Xiwu,et al.Intelligent prediction and integral analysis of shale oil and gas sweet spots[J].Petroleum Science,2018,15(4):744-755. [27] HUO Zhizhou,LIU Xiwu,WANG Xiaokai,et al.An efficient eigenstructure-based coherence measure via dimensionality reduction[J].IEEE Geoscience and Remote Sensing Letters,2019,16(11):1711-1715. [28] LIU Xiwu,DONG Ning,GUO Zhiqi.Rock physics and seismic modeling of shale reservoirs with horizontal fractures[J].Global Geology,2016,19(2):85-94. [29] 刘喜武,董宁,刘宇巍.裂缝性孔隙介质频变AVAZ反演方法研究进展[J].石油物探,2015,54(2):210-217. LIU Xiwu,DONG Ning,LIU Yuwei.Progress on frequency-dependent AVAZ inversion for characterization of fractured porous media[J].Geophysical Prospecting for Petroleum,2015,54(2):210-217. [30] 刘宇巍,董宁,吴晓明,等.频变AVAZ响应特征分析及裂缝性质反演方法研究[J].地球物理学进展,2016,31(2):732-740. LIU Yuwei,DONG Ning,WU Xiaoming,et al.Analysis of frequency-dependent AVAZ response attributes and research of fracture properties inversion method[J].Progress in Geophysics,2016,31(2):732-740. [31] 刘建伟,张云银,曾联波,等.非常规油藏地应力和应力甜点地球物理预测——渤南地区沙三下亚段页岩油藏勘探实例[J].石油地球物理勘探,2016,51(4):792-800. LIU Jianwei,ZHANG Yunyin,ZENG Lianbo,et al.Geophysical prediction of stress and stress desserts in unconventional reservoirs:an example in Bonan area[J].Oil Geophysical Prospecting,2016,51(4):792-800. [32] 孙龙德,赵文智,刘合,等.页岩油"甜点"概念及其应用讨论[J].石油学报,2023,44(1):1-13. SUN Longde,ZHAO Wenzhi,LIU He,et al.Concept and application of "sweet spot" in shale oil[J].Acta Petrolei Sinica,2023,44(1):1-13. [33] 胡素云,赵文智,侯连华,等.中国陆相页岩油发展潜力与技术对策[J].石油勘探与开发,2020,47(4):819-828. HU Suyun,ZHAO Wenzhi,HOU Lianhua,et al.Development potential and technical strategy of continental shale oil in China[J].Petroleum Exploration and Development,2020,47(4):819-828. [34] 李阳,赵清民,吕琦,等.中国陆相页岩油开发评价技术与实践[J].石油勘探与开发,2022,49(5):955-964. LI Yang,ZHAO Qingmin1,LYU Qi,et al.Evaluation technology and practice of continental shale oil development in China[J].Petroleum Exploration and Development,2022,49(5):955-964. [35] 郭旭升,刘金连,杨江峰,等.中国石化地球物理勘探实践与展望[J].石油物探,2022,61(1):1-14. GUO Xusheng,LIU Jinlian,YANG Jiangfeng,et al.Geophysical exploration practices and perspectives at Sinopec[J].Geophysical Prospecting for Petroleum,2022,61(1):1-14. [36] 孙焕泉,蔡勋育,周德华,等.中国石化页岩油勘探实践与展望[J].中国石油勘探,2019,24(5):569-575. SUN Huanquan,CAI Xunyu,ZHOU Dehua,et al.Practice and prospect of Sinopec shale oil exploration[J].China Petroleum Exploration,2019,24(5):569-575. [37] 李阳,薛兆杰.中国石化油藏地球物理技术进展与探讨[J].石油物探,2020,59(2):159-168. LI Yang,XUE Zhaojie.Progress and development directions of reservoir geophysics at Sinopec[J].Geophysical Prospecting for Petroleum,2020,59(2):159-168. [38] 李国欣,朱如凯.中国石油非常规油气发展现状、挑战与关注问题[J].中国石油勘探,2020,25(2):1-13. LI Guoxin,ZHU Rukai.Progress,challenges and key issues of unconventional oil and gas development of CNPC[J].China Petroleum Exploration,2020,25(2):1-13. [39] 杨智,唐振兴,李国会,等.陆相页岩层系石油富集区带优选、甜点区段评价与关键技术应用[J].地质学报,2021,95(8):2257-2272. YANG Zhi,TANG Zhenxing,LI Guohui,et al.Optimization of enrichmentplays,evaluation of sweet area & section and application of key technologies for the continental shale strata oil in China[J].Acta Geologica Sinica,2021,95(8):2257-2272. [40] 宋明水,刘惠民,王勇,等.济阳坳陷古近系页岩油富集规律认识与勘探实践[J].石油勘探与开发,2020,47(2):225-235. SONG Mingshui,LIU Huimin,WANG Yong,et al.Enrichment rules and exploration practices of Paleogene shale oil in Jiyang depression,Bohai Bay Basin,China[J].Petroleum Exploration and Development,2020,47(2):225-235. [41] 高秋菊,谭明友,张营革,等.陆相页岩油"甜点"井震联合定量评价技术-以济阳坳陷罗家地区沙三段下亚段为例[J].油气地质与采收率,2019,26(1):165-173. GAO Qiuju,TAN Mingyou,ZHANG Yingge,et al.Well-seismic joint technology for quantitative evaluation of "sweet spot" in continental shale oil:a case study of Lower Es3 Member of Luojia area in Jiyang depression[J].Petroleum Geology and Recovery Efficiency,2019,26(1):165-173. [42] 付金华,李士祥,郭芪恒,等.鄂尔多斯盆地陆相页岩油富集条件及有利区优选[J].石油学报,2022,43(12):1702-1716. FU Jinhua,LI Shixiang,GUO Qiheng,et al.Enrichment conditions and favorable area optimization of continental shale oil in Ordos Basin[J].Acta Petrolei Sinica,2022,43(12):1702-1716. [43] 付锁堂,付金华,牛小兵,等.庆城油田成藏条件及勘探开发关键技术[J].石油学报,2020,41(7):777-795. FU Shuotang,FU Jinhua,NIU Xiaobing,et al.Accumulation conditions and key exploration and development technologies in Qingcheng oilfield[J].Acta Petrolei Sinica,2020,41(7):777-795. [44] 马艳丽,辛红刚,马文忠,等.鄂尔多斯盆地陕北地区长7段页岩油富集主控因素及 甜点区预测[J].天然气地球科学,2021,32(12):1822-1829. MA Yanli,XIN Honggang,MA Wenzhong,et al.The main controlling factors on the enrichment and sweet-spot area prediction of Chang 7 Member shale oil in northern Shaanxi area,Ordos Basin[J].Natural Gas Geoscience,2021,32(12):1822-1829. [45] 陈树民,韩德华,赵海波,等.松辽盆地古龙页岩油地震岩石物理特征及甜点预测技术[J].大庆石油地质与开发,2020,39(3)107-116. CHEN Shumin,HAN Dehua,ZHAO Haibo,et al.Seismic petrophysical characteristics and predicting technique of the sweet spots in Gulong shale oil reservoirs of Songliao Basin[J].Petroleum Geology & Oilfield Development in Daqing,2020,39(3):107-116. [46] 李昂,张丽艳,杨建国,等.松辽盆地三肇凹陷青山口组页岩油地震甜点预测方法及应用[J].地质与资源,2021,30(3):366-376. LI Ang,ZHANG Liyan,YANG Jianguo,et al.Seismic method for shale oil sweet spot prediction in Qingshankou Formation of Sanzhao sag,Songliao Basin[J].Geology and Resources,2021,30(3):366-376. [47] 王小军,杨智峰,郭旭光,等.准噶尔盆地吉木萨尔凹陷页岩油勘探实践与展望[J].新疆石油地质,2019,40(4):402-413. WANG Xiaojun,YANG Zhifeng,GUO Xuguang,et al.Practices and prospects of shale oil exploration in Jimsar sag of Junggar Basin[J].Xinjiang Petroleum Geology,2019,40(4):402-413. [48] 郭旭光,何文军,杨森,等.准噶尔盆地页岩油"甜点区"评价与关键技术应用——以吉木萨尔凹陷二叠系芦草沟组为例[J].天然气地球科学,2019,30(8):1168-1179. GUO Xuguang,HE Wenjun,YANG Sen,et al.Evaluation and application of key technologies of"sweet area"of shale oil in Junggar Basin:case study of Permian Lucaogou Formation in Jimusar depression[J].Natural Gas Geoscience,2019,30(8):1168-1179. [49] 贾曙光,王军,王玲玲,等.吉木萨尔凹陷芦草沟组页岩油甜点地震预测方法[J].新疆石油地质,2020,41(5):535-541. JIA Shuguang,WANG Jun,WANG Lingling,et al.Seismic prediction methods of shale oil sweet spots in Lucaogou Formation of Jimsar sag[J]. Xinjiang Petroleum Geology,2020,41(5):535-541. [50] 赵贤正,周立宏,赵敏,等.陆相页岩油工业化开发突破与实践——以渤海湾盆地沧东凹陷孔二段为例[J].中国石油勘探,2019,24(5):589-600. ZHAO Xianzheng,ZHOU Lihong,ZHAO Min,et al.Breakthrough and practice of industrial development on continental shale oil:a case study on Kong-2 Member in Cangdong sag,Bohai Bay Basin[J].China Petroleum Exploration,2019,24(5):589-600. [51] 蒲秀刚,金凤鸣,韩文中,等.陆相页岩油甜点地质特征与勘探关键技术-以沧东凹陷孔店组二段为例[J].石油学报,2019,40(8):997-1012. PU Xiugang,JIN Fengming,HAN Wenzhong,et al.Sweet spots geological characteristics and key exploration technologies of continental shale oil:a case study of Member 2 of Kongdian Formation in Cangdong sag[J].Acta Petrolei Sinica,2019,40(8):997-1012. [52] 王仁康,吴振东,李玉海,等.沧东凹陷孔二段页岩油"甜点"预测方法与应用[C]//2022年中国石油物探学术年会论文集.海口:中国石油学会物探专业委员会,2022:1674-1678. WANG Rekang,WU Zhendong,LI Yuhai,et al.Shale oil sweet spot prediction methods and application on K2 Member at Changdong sag in Bohaiwan basin[C]//Proceedings of the 2022 China Petroleum Geophysical Exploration Annual Conference.Haikou:SPG,2022:1674-1678. [53] 王韶华,聂惠,马胜钟,等.江汉盆地潜江凹陷古近系潜江组盐间页岩油资源评价与甜点区预测[J].石油实验地质,2022,44(1):94-101. WANG Shaohua,NIE Hui,MA Shengzhong,et al.Resource evaluation and sweet-spot prediction of inter-salt shale oil of Paleogene Qianjiang Formation,Qianjiang sag,Jianghan Basin[J].Petroleum Geology & Experiment,2022,44(1):94-101. [54] 马妮,印兴耀,宗兆云,等.曲率属性在地应力地震预测中的应用[J].物探化探计算技术,2018,40(2):182-188. MA Ni,YIN Xingyao,ZONG Zhaoyun,et al.The application of curvature attributes to in-situ stress seismic prediction[J].Computing Techniques for Geophysical and Geochemical Exploration,2018,40(2):182-188. [55] 马妮,印兴耀,孙成禹,等.基于方位地震数据的地应力反演方法[J].地球物理学报,2018,61(2):697-706. MA Ni,YIN Xingyao,SUN Chengyu,et al.Inversion for crustal stress based on azimuthal seismic data[J].Chinese Journal of Geophysics,2018,61(2):697-706. [56] 刘成林,刘新菊,张洪军,等.鄂尔多斯盆地安塞地区页岩油地质-工程一体化技术实践[J].石油与天然气地质,2022,43(5):1238-1248. LIU Chenglin,LIU Xinju,ZHANG Hongjun,et al.Application of an integrated geology-reservoir engineering approach to shale oil development in Ansai area,Ordos Basin[J].Oil & Gas Geology,2022,43(5):1238-1248. [57] 赵殿栋.地球物理在油气勘探开发中的作用[M].2版.北京:石油工业出版社,2022. ZHAO Diandong.The critical roles of geophysics in the petroleum exploration and production industry[M].2nd ed.Beijing:Petroleum Industry Press,2022. [58] EYLES N,EYLES C H,MIALL A D.Lithofacies types and vertical profile models; an alternative approach to the description and environmental interpretation of glacial diamict and diamictite sequences[J].Sedimentology,1983,30(3):393-410. [59] KORNEEV V A,GOLOSHUBIN G M,DALEY T M,et al.Seismic low-frequency effects in monitoring fluid-saturated reservoirs[J].Geophysics,2004,69(2):522-532. [60] REN Haitao,GOLOSHUBIN G,HILTERMAN F J.Hilterman,Poroelastic analysis of amplitude-versus-frequency variations[J].Geophysics,2009,74(6):N41-N48. |
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