岩性油气藏 ›› 2020, Vol. 32 ›› Issue (5): 122–132.doi: 10.12108/yxyqc.20200513

• 技术方法 • 上一篇    下一篇

基于叠后地震数据的裂缝预测与建模——以太阳—大寨地区浅层页岩气储层为例

王建君1, 李井亮2, 李林1, 马光春2, 杜悦1, 姜逸明2, 刘晓2, 于银华2   

  1. 1. 中国石油浙江油田分公司 勘探开发一体化中心, 杭州 310023;
    2. 北京蓝海智信能源技术有限公司, 北京 100101
  • 收稿日期:2020-01-12 修回日期:2020-05-08 出版日期:2020-10-01 发布日期:2020-08-08
  • 作者简介:王建君(1982-),男,硕士,高级工程师,主要从事常规及非常规油气田开发研究和管理工作。地址:(310023)浙江省杭州市西湖区留下镇荆山岭路中国石油浙江油田分公司勘探开发一体化中心。Email:wangjj85@petrochina.com.cn。
  • 基金资助:
    国家科技重大专项“昭通页岩气勘探开发示范工程”(编号:2017ZX05063)资助

Fracture prediction and modeling based on poststack 3D seismic data: a case study of shallow shale gas reservoir in Taiyang-Dazhai area

WANG Jianjun1, LI Jingliang2, LI Lin1, MA Guangchun2, DU Yue1, JIANG Yiming2, LIU Xiao2, YU Yinhua2   

  1. 1. Exploration & Development Integrated Center, PetroChina Zhejiang Oilfield Company, Hangzhou 310023, China;
    2. Beijing Lanhaizhixin Energy Technology Co., Ltd., Beijing 100101, China
  • Received:2020-01-12 Revised:2020-05-08 Online:2020-10-01 Published:2020-08-08

摘要: 太阳—大寨地区在钻井过程中常见泥浆漏失、压裂施工压力高等现象,鉴于叠后三维地震资料几何属性定量预测裂缝的可靠性和精度存在尺度及破碎程度的量化分级问题,提出了基于地震几何属性的裂缝地震相识别和裂缝确定性提取及建模方法。综合应用地震倾角属性、曲率属性和非连续性等多属性,以贝叶斯概率模型为基础,通过无监督聚类分析获得最佳的聚类效果和聚类数;垂向采用逐个时间切片扫描法建立裂缝的空间体系,并对追踪得到的所有线状结构进行清理去噪,简化复杂几何结构,对清理后的裂缝进行网格化重构,计算了裂缝的几何(拓扑)参数,建立了高精度离散裂缝模型。结果表明,应用该方法在太阳—大寨地区浅层页岩气区块准确预测了水平井钻进过程中的断裂和裂缝发育位置,断层和裂缝预测准确率达到92%,有效规避了钻井泥浆漏失,并对压裂设计提供了有力支撑。裂缝地震相识别与离散裂缝网络模型的建立为有效解决该区页岩气藏钻井工程、压裂工程等复杂施工问题提供了依据。

关键词: 无监督聚类分析, 裂缝地震相, 离散裂缝网络, 裂缝网格重构, 浅层页岩气, 太阳—大寨地区

Abstract: There are Common problems such as mud loss and high fracturing pressure during drilling in TaiyangDazhai area. The reliability and accuracy of quantitative prediction of fractures by geometric attributes of poststack 3D seismic data are always restricted. A modeling method based on the joint application of fracture seismic facies and discrete fracture deterministic extraction technology was proposed. By using seismic attributes such as dip angle,curvature and discontinuity,unsupervised clustering analysis based on Bayesian probability model was carry out to obtain the best clustering effect and number. The spatial system of fracture was established by vertical time slice scanning method,and all the linear structures traced were cleaned and denoised to simplify the complex geometry structure. The cleaned fractures were gridded and reconstructed. The geometric(topological) parameters of each fracture were calculated and a high-precision discrete fracture model was established. The results show that this method can be used to accurately predict the location of fault and fracture in the process of horizontal well drilling in shallow shale gas block of Taiyang-Dazhai area,and the prediction accuracy of fault and fracture reaches 92%,effectively avoiding drilling mud loss,and providing a strong support for the fracturing design. The identification of fracture seismic facies and the establishment of discrete fracture network model provide an effective basis to solve the complex construction problems during drilling and fracturing of shale gas reservoir in this area.

Key words: unsupervised cluster analysis, fracture seismic facies, discrete fracture network, fracture grid reconstruction, shallow shale gas, Taiyang-Dazhai area

中图分类号: 

  • P631.4
[1] MARFURT K J, KIRLIN R L, FARMER S L, et al. 3-D seismic attributes using a semblance-based coherency algorithm. Geophysics, 1998, 63(4):1150-1165.
[2] PEDERSEN S I, RANDEN T, SONNELAND L, et al. Automatic 3D fault interpretation by artificial ants. 64th EAEG Meeting Expanded Abstracts, 2002.
[3] RANDEN T, MONSEN E, SIGNER C, et al. Three-dimensional texture attributes for seismic data analysis. SEG Annual International Meeting Expanded Abstracts, 2000.
[4] VAN B, PEPPER R. Seismic signal processing method and apparatus for generating a cube of variance values:US6151555. 2000-11-21.
[5] 孙乐, 王志章, 李汉林, 等.基于蚂蚁算法的断裂追踪技术在乌夏地区的应用.断块油气田, 2014, 21(6):716-721. SUN L, WANG Z Z, LI H L, et al. Application of fault tracking technology based on ant colony algorithm in Wuxia area. Fault Block Oil & Gas Field, 2014, 21(6):716-721.
[6] 程超, 杨洪伟, 周大勇, 等.蚂蚁追踪技术在任丘潜山油藏的应用.西南石油大学学报(自然科学版), 2010, 32(2):48-52. CHENG C, YANG H W, ZHOU D Y, et al. The application of ant-tracking technology in Renqiu buried hill oil reservoir. Journal of Southwest Petroleum University(Science & Technology Edition), 2010, 32(2):48-52.
[7] 王军, 李艳东, 甘利灯. 基于蚂蚁体各向异性的裂缝表征方法.石油地球物理勘探, 2013, 48(5):763-769. WANG J, LI Y D, GAN L D. Fracture characterization based on azimuthal anisotropy of ant-tracking attribute volumes. Oil Geophysical Prospecting, 2013, 48(5):763-769.
[8] 李楠, 王龙颖, 黄胜兵, 等.利用高清蚂蚁体精细解释复杂断裂带.石油地球物理勘探, 2019, 54(1):182-190. LI N, WANG L Y, HUANG S B, et al. Fine interpretation of complex fault zones with high definition ant bodies attributes. Oil Geophysical Prospecting, 2019, 54(1):182-190.
[9] 罗群, 王井伶, 罗家国, 等. "非常规油气缝-孔耦合富烃假说"概述.岩性油气藏, 2019, 31(4):1-12. LUO Q, WANG J L, LUO J G, et al. Hypothesis outline of fracture-pore coupling enriching hydrocarbon on unconventional oil and gas. Lithologic Reservoirs, 2019, 31(4):1-12.
[10] 霍丽娜, 张建军, 郑良合, 等.多属性断层解释技术在煤层气储层解释中的应用. 石油地球物理勘探, 2014, 49(增刊1):221-227. HUO L N, ZHANG J J, ZHENG L H, et al. Fault interpretation with multiple attributes in coal-bed methane interpretation. Oil Geophysical Prospecting, 2014, 49(Suppl 1):221-227.
[11] 王蓓, 刘向君, 司马立强, 等.磨溪龙王庙组碳酸盐岩储层多尺度离散裂缝建模技术及其应用.岩性油气藏, 2019, 31(2):124-133. WANG B, LIU X J, SIMA L Q, et al. Multi-scale discrete fracture modeling technology for carbonate reservoir of Longwangmiao Formation in Moxi area and its application. Lithologic Reservoirs, 2019, 31(2):124-133.
[12] HALE D. Fault surfaces and fault throws from 3D seismic images. SEG Technical Program Expanded Abstracts, 2012.
[13] 马德波, 赵一民, 张银涛, 等.最大似然属性在断裂识别中的应用:以塔里木盆地哈拉哈塘地区热瓦普区块奥陶系走滑断裂的识别为例.天然气地球科学, 2018, 29(6):817-825. MA D B, ZHAO Y M, ZHANG Y T, et al. Application of maximum likelihood attribute to fault identification:a case study of Rewapu block in Halahatang area, Tarim Basin, NW China. Natural Gas Geoscience, 2018, 29(6):817-825.
[14] 王浩, 陈志强, 刘远洋.川东北元坝地区长兴组岩相及裂缝表征预测.天然气勘探与开发, 2018, 41(3):26-32. WANG H, CHEN Z Q,LIU Y Y. Lithofacies and fracture characterization prediction of Changxing Formation in Yuanba area, northeast Sichuan. Natural Gas Exploration and Development, 2018, 41(3):26-32.
[15] 孙萌思, 刘池洋, 杨阳, 等.塔中地区鹰山组碳酸盐岩储层地震正演模拟.地质论评, 2017, 63(增刊1):49-50. SUN M S, LIU C Y, YANG Y, et al. Tower area Yingshan Formation carbonate reservoir forward modeling. Geological Review, 2017, 63(Suppl 1):49-50.
[16] BANFIELD J D, RAFTERY A E. Model-based Gaussian and non-Gaussian clustering. Biometrics, 1993, 49:803-821.
[17] 曾凌翔. 一种页岩气水平井均匀压裂改造工艺技术的应用与分析. 天然气勘探与开发, 2018, 41(3):95-101. ZENG L X. Uniform fracturing technologies and their application to shale-gas horizontal wells. Natural Gas Exploration and Development, 2018, 41(3):95-101.
[18] 蒋廷学, 卞晓冰, 王海涛, 等. 深层页岩气水平井体积压裂技术. 天然气工业, 2017, 37(1):90-96. JIANG T X, BIAN X B, WANG H T, et al. Volume fracturing of deep shale gas horizontal wells. Natural Gas Industry, 2017, 37(1):90-96.
[19] 闫建平, 崔志鹏, 耿斌, 等.四川盆地龙马溪组与大安寨段泥页岩差异性分析.岩性油气藏, 2016, 28(4):16-23. YAN J P, CUI Z P, GENG B, et al. Differences of shale between Longmaxi Formation and Da'anzhai member in Sichuan Basin. Lithologic Reservoirs, 2016, 28(4):16-23.
[20] 闫建平, 温丹妮, 李尊芝, 等.基于核磁共振测井的低渗透砂岩孔隙结构定量评价方法:以东营凹陷南斜坡沙四段为例. 地球物理学报, 2016, 59(4):1543-1552. YAN J P, WEN D N, LI Z Z, et al. The quantitative evaluation method of low permeable sandstone pore structure based on nuclear magnetic resonance(NMR)logging. Chinese Journal of Geophysics, 2016, 59(4):1543-1552.
[21] 张少龙, 闫建平, 唐洪明, 等. 致密碎屑岩气藏可压裂性测井评价方法及应用:以松辽盆地王府断陷登娄库组为例.岩性油气藏, 2018, 30(3):133-142. ZHANG S L, YAN J P, TANG H M, et al. Logging fracturing evaluation for tight clastic gas reservoir and its application:a case from Denglouku Formation in Wangfu fault depression, Songliao Basin. Lithologic Reservoirs, 2018, 30(3):133-142.
[22] 董大忠, 施振生, 管全中, 等.四川盆地五峰组-龙马溪组页岩气勘探进展、挑战与前景.天然气工业, 2018, 38(4):67-76. DONG D Z, SHI Z S, GUAN Q Z, et al. Progress, challenges and prospects of shale gas exploration in the Wufeng-Longmaxi reservoirs in the Sichuan Basin. Natural Gas Industry, 2018, 38(4):67-76.
[23] 曾义金. 页岩气开发的地质与工程一体化技术. 石油钻探技术, 2014, 42(1):1-6. ZENG Y J. Integration technology of geology & engineering for shale gas development. Petroleum Drilling Techniques, 2014, 42(1):1-6.
[24] 糜利栋, 姜汉桥, 李俊键.页岩气离散裂缝网络模型数值模拟方法研究.天然气地球科学, 2014, 25(11):1795-1803. MI L D, JIANG H Q, LI J J. Investigation of shale gas numerical simulation method based on discrete fracture network model. Natural Gas Geoscience, 2014, 25(11):1795-1803.
[25] 王文东, 苏玉亮, 慕立俊, 等.致密油藏直井体积压裂储层改造体积的影响因素.中国石油大学学报(自然科学版), 2013, 37(3):93-97. WANG W D, SU Y L, MU L J, et al. Influencing factors of stimulated reservoir volume of vertical wells in tight oil reservoirs. Journal of China University of Petroleum(Science & Technology Edition), 2013, 37(3):93-97.
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