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储层随机模拟中的多尺度变差函数估算方法
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  • 英文篇名:Multi-scale horizontal variogram estimation in reservoir stochastic simulation
  • 作者:陈文浩 ; 王志章 ; 刘月田 ; 侯加根 ; 何建红 ; 张雨晴
  • 英文作者:CHEN Wenhao;WANG Zhizhang;LIU Yuetian;HOU Jiagen;HE Jianhong;ZHANG Yuqing;Key Laboratory of Petroleum Engineering of Ministry of Education,China University of Petroleum (Beijing);State Key Laboratory of Petroleum Resourcesand Prospecting,China University of Petroleum (Beijing);College of Geosciences,China University of Petroleum (Beijing);Oil Production Plant 4,Qinghai Oilfield Company,PetroChina;CNOOC Research Institute;
  • 关键词:尺度 ; 变差函数 ; 储层随机模拟 ; 变程
  • 英文关键词:scale;;variogram;;reservoir stochastic simu-lation;;range
  • 中文刊名:SYDQ
  • 英文刊名:Oil Geophysical Prospecting
  • 机构:中国石油大学(北京)石油工程教育部重点实验室;中国石油大学(北京)油气资源与探测国家重点实验室;中国石油大学(北京)地球科学学院;中国石油青海油田分公司采油四厂;中海油研究总院;
  • 出版日期:2019-02-15
  • 出版单位:石油地球物理勘探
  • 年:2019
  • 期:v.54
  • 基金:国家科技重大专项“深层油气、非常规天然气成藏机理与有利勘探区评价技术”(2011ZX05008-004);; 鄂尔多斯盆地大牛地致密低渗气田勘探开发示范工程”(2011ZX05045)联合资助
  • 语种:中文;
  • 页:SYDQ201901018
  • 页数:13
  • CN:01
  • ISSN:13-1095/TE
  • 分类号:10-11+168-177+188
摘要
鉴于常规储层建模中平面变差函数获取途径单一,难以求取切合实际的变差函数的问题,提出多尺度平面变差函数求取策略。在多尺度变差函数适用性分析基础上,利用扶余油田平台12井区内测井资料(包括直井和水平井)、地震资料获取了6号小层的平面变差函数,通过分析、对比以上三种资料的平面变差函数,模拟不同尺度储层的特征。结果表明:①不同尺度的储层具有不同尺度的变差函数结构,而某种特定的资料只会获得某一尺度储层的变差函数,由多种资料得到的多尺度平面变差函数适用于不同尺度的储层描述。②研究区200m井距的常规直井测井资料砂岩变差函数的主、次变程分别为144.54m和100.03m,在大、小尺度上都不能很好地表征空间变异性;地震波阻抗数据体的砂岩变差函数的主、次变程分别为533.82m和409.10m,反映了大尺度(小层复合砂体)的变异特征;不同方向水平井测井资料砂岩变差函数的主、次变程分别为39.71m和11.22m,反映了小尺度(小层内单砂体)的变异特征。该方法为建立分层次储层地质模型提供了合理的平面变差函数,对具有类似资料特点地区的储层建模有借鉴作用。
        Horizontal variograms cannot always be used in the reservoir simulation because there is only a single way to acquire them in conventional reservoir modeling.To solve this problem,we propose a strategy to obtain multi-scale horizontal variograms with different data.To test the applicability of the proposed approach,horizontal variograms of Layer6 are obtained based on 12-well logging data(including vertical and horizontal wells)and seismic data in Fuyu Oilfield,and then characteristics of different-scale reservoirs simulated by these variograms are analyzed.The following phenomena are observed:(1)The geological genesis may result in different-scale reservoirs with different-scale variograms,and a specific scale reservoir variogram can be obtained from a specific scale data,so multiscale horizontal variograms obtained from various data are suitable for different-scales reservoir description;(2)For sand variograms obtained from conventional vertical-well logging data in this area,the main and secondary ranges are 144.54 m and100.03 mrespectively,the spatial variation cannot be well described neither on the large scale nor on the small scale;(3)For sand variograms obtained from seismic impedance cube,the main and secondary ranges are 533.82 mand 409.1 mrespectively,which shows variation characteristics of large scale(composite sand body of thin layer).For Variograms obtained from horizontal-well logging data in different directions,the main and secondary ranges are 39.7 mand 11 mrespectively,which shows the variation characteristics of small scale(single sand body of thin layer).The proposed approach provides reasonable horizontal variograms for multi-scale reservoir modeling,which can be used for reservoir modeling in study areas with similar data.
引文
[1] 贾爱林.中国储层地质模型20年[J].石油学报,2011,32(1):181-188.JIA Ailin.Research achievements on reservoir geologi-cal modeling of China in the past two decades[J].Acta Petrolei Sinica,2011,32(1):181-188.
    [2] 王家华,张团峰.油气储层随机建模[M].北京:石油工业出版社,2001.
    [3] 李宇鹏,吴胜和.储集层构型分级套合模拟方法[J].石油勘探与开发,2013,40(5):630-635.LI Yupeng,WU Shenghe.Hierarchical nested simulation approach in reservoir architecture modeling[J].Petroleum Exploration and Development,2013,40(5):630-635.
    [4] 李少华,刘显太,王军,等.基于沉积过程建模算法Alluvsim的改进[J].石油学报,2013,34(1):140-144.LI Shaohua,LIU Xiantai,WANG Jun,et al.Improvement of the Alluvsim algorithm modeling based on depositional processes[J].Acta Petrolei Sinica,2013,34(1):140-144.
    [5] 尹艳树,张昌民,石书缘,等.综合随机游走过程与多点统计的河流相建模新方法[J].石油天然气学报,2011,33(8):44-47.YIN Yanshu,ZHANG Changmin,SHI Shuyuan,et al.Modeling on integrating random walk process and multiple-point geostatistics to fluvial reservoirs[J].Journal of Oil and Gas Technology,2011,33(8):44-47.
    [6] 王志章,韩海英.现代油藏描述关键技术[J].地学前缘,2011,37(7):296-302.WANG Zhizhang,HAN Haiying.The key technologies of advanced reservoir characterization[J].Earth Science Frontiers,2011, 37(7):296-302.
    [7] 石书缘,胡素云,冯文杰,等.基于Google Earth软件建立曲流河地质知识库[J].沉积学报,2012,30(5):869-878.SHI Shuyuan,HU Suyun,FENG Wenjie,et al.Buil-ding geological knowledge data-base based on Google Earth software[J].Acta Petrolei Sinica,2012,30(5):869-878.
    [8] 尹太举,张昌民,樊中海,等.双河油田井下地质知识库的建立[J].石油勘探与开发,1997,24(6):95-99.YIN Taiju,ZHANG Changmin,FAN Zhonghai,et al.Founding subsurface geological data bank for Shuanghe oil field[J].Petroleum Exploration & Development,1997,24(6):95-99.
    [9] 贾爱林,陈亮,穆龙新,等.扇三角洲露头区沉积模拟研究[J].石油学报,2000,21(6):107-110.JIA Ailin,CHEN Liang,MU Longxin,et al.A study on sedimentary simulation of fan-delta outcrop[J].Acta Petrolei Sinica,2000,21(6):107-110.
    [10] Deutsch C V.Geostatistical Reservoir Modeling[M].Oxford University Press,London,2002.
    [11] 冯文杰,吴胜和,夏钦禹,等.基于地质矢量信息的冲积扇储层沉积微相建模——以克拉玛依油田三叠系克下组为例[J].高校地质学报,2015,21(3):449-460.FENG Wenjie,WU Shenghe,XIA Qinyu,et al.Micro-facies modeling of alluvial fan reservoir based on geological vector information: A case study on the Triassic Lower Karamay Formation,Yizhong Area,Karamay Oilfield,NW China[J].Geological Journal of China Universities,2015,21(3):449-460.
    [12] 刘太勋,陶自强.界面约束法在曲流河储层构型建模中的应用[J].中国石油大学学报(自然科学版),2011,35(3):26-30.LIU Taixun,TAO Ziqiang.Application of bounding surface restriction to meandering river reservoir architecture modeling[J].Journal of China University of Petroleum(Edition of Natural Science),2011,35(3):26-30.
    [13] 李宇鹏,吴胜和,耿丽慧,等.基于空间矢量的点坝砂体储层构型建模[J].石油学报,2013,34(1):133-139.LI Yupeng,WU Shenghe,GENG Lihui,et al.Spatial-vector-based reservoir architecture modeling of meandering point bar sand[J].Acta Petrolei Sinica,2013,34(1):133-139.
    [14] 许丽,刘磊,吴长双.应用井间地震资料建立砂泥岩薄互层地质模型[J].石油地球物理勘探,2006,41(1):58-61.XU Li,LIU Lei,WU Changshuang.Application of cross-hole seismic data to create thin-interbedded sandstone mudstone geologic model[J].Oil Geophysical Prospecting,2006,41(1):58-61.
    [15] 刘文岭.地震约束储层地质建模技术[J].石油学报,2008,29(1):64-68.LIU Wenling.Geological modeling technique for reservoir constrained by seismic data[J].Acta Petrolei Sinica,2008,29(1):64-68.
    [16] 陈恭洋,胡勇,周艳丽,等.地震波阻抗约束下的储层地质建模方法与实践[J].地学前缘,2012,19(2):67-73.CHEN Gongyang,HU Yong,ZHOU Yanli,et al.Methods and practices of reservoir geologic modeling constrained by seismic impedance[J].Earth Science Frontiers,2012,19(2):67-73.
    [17] 陈文浩,董少群,王志章,等.致密砂岩地震储层质量评价方法研究[J].中国石油大学学报:自然科学版,2016,40(3):63-68.CHEN Wenhao,DONG Shaoqun,WANG Zhizhang,et al.Seismic reservoir quality evaluation in tight sandstone reservoirs[J].Journal of China University of Petroleum(Edition of Natural Science),2016,40(3):63-68.
    [18] 罗亚能,黄捍东,王玉梅,等.地震波形反演与测井联合的三维建模方法[J].石油地球物理勘探,2016,51(5):947-954.LUO Yaneng,HUANG Handong,WANG Yumei,et al.Three-dimensional modeling based on integration of full wave inversion and well logging data[J].Oil Geophysical Prospecting,2016,51(5):947-954.
    [19] 胡向阳,袁向春,侯加根,等.多尺度岩溶相控碳酸盐岩缝洞型油藏储集体建模方法[J].石油学报,2014,35(2):340-346.HU Xiangyang,YUAN Xiangchun,HOU Jiagen,et al.Modeling method of carbonate fractured-cavity reservoirs using multiscale karst facies-controlling[J].Acta Petrolei Sinica,2014,35(2):340-346.
    [20] 夏吉庄,张玉晓,吕德灵.多资料匹配融合储层建模技术[J].石油地球物理勘探,2016,51(2):350-354.XIA Jizhuang,ZHANG Yuxiao,Lü Deling.Reservoir model building with multi-data fusion[J].Oil Geophysical Prospecting,2016,51(2):350-354.
    [21] 董少群,曾联波,Xu Chaoshui,等.储层裂缝随机建模方法研究进展[J].石油地球物理勘探,2018,53(3):625-641.DONG Shaoqun,ZENG Lianbo,XU Chaoshui,et al.Some progress in reservoir fracture stochastic modeling research[J].Oil Geophysical Prospecting,2018,53(3):625-641.
    [22] 印兴耀, 刘永社.储层建模中地质统计学整合地震数据的方法及研究进展[J].石油地球物理勘探,2002,37(4):423-430.YIN Xingyao,LIU Yongshe.Methods and development of integrating seismic data in reservoir model-building[J].Oil Geophysical Prospecting,2002,37(4):423-430.
    [23] 王仁铎,胡光道.线性地质统计学[M].北京:地质出版社,1988.
    [24] 孙洪泉.地质统计学及应用[M].徐州:中国矿业大学出版社,1990.
    [25] 张小艳,谭勇.变差函数球状模型的自动拟合与实现[J].物探与化探,2010,34(2):253-257.ZHANG Xiaoyan,TAN Yong.The automatic fitting and implementation of the spherical model of variogram[J].Geophysical and Geochemical Exploration,2010,34(2):253-257.
    [26] 胡小荣,俞茂宏.理论变异函数球状模型的加权线性规划法拟合[J].地质与勘探,2001,37(5):45-48.HU Xiaorong,YU Maohong.Regression of spherical model and its nugget structure of theoretic variogram using weighted linear programming method[J].Geo-logy and Prospecting,2001,37(5):45-48.
    [27] 王云专,付检刚,曲忠勇,等.变差函数在储层地质建模中的应用[J].科学技术与工程,2010,10(29):7147-7150.WANG Yunzhuan,FU Jiangang,QU Zhongyong,et al.The application of variogram in reservoir geological modeling[J].Science Technology and Engineering,2010,10(29):7147-7150.
    [28] 理查德 A,约翰 F著;乔月译.储层表征新进展[M].北京:石油工业出版社,2002,32-52.
    [29] Bahar A,Kelkar M.Journey from well logs/cores to integrated geological and petrophysical properties simulation: a methodology and application[J].SPE Reservoir Evaluation & Engineering,1998,3(5):444-456.
    [30] 贾爱林,何东博,何文祥,等.应用露头知识库进行油田井间储层预测[J].石油学报,2003,24(6):51-53.JIA Ailin,HE Dongbo,HE Wenxiang,et al.Application of outcrop geological knowledge database to prediction of inter-well reservoir in oilfield[J].Acta Petrolei Sinica,2003,24(6):51-53.
    [31] 印森林,吴胜和,冯文杰,等.基于辫状河露头剖面的变差函数分析与模拟[J].中南大学学报(自然科学版),2013,44(12):4988-4994.YIN Senlin,WU Shenghe,FENG Wenjie,et al.Variogram analysis and simulation on sedimentary outcrop profile of braided river[J].Journal of Central South University (Science and Technology),2013,44(12):4988-4994.
    [32] 张昌民.储层研究中的层次分析法[J].石油与天然气地质,1992,13(3):344-350.ZHANG Changmin.Hierarchy analysis in reservoir researches[J].Oil & Gas Geology,1992,13(3):344-350.
    [33] Lake L W,Carroll Jr.H B.Reservoir Characterization[M].Academic Press,New York,1986,487-544.
    [34] 裘亦楠.储层地质模型[J].石油学报,1991,12(4):55-62.QIU Yinan.Geological models of petroleum reservoir[J].Acta Petrolei Sinica,1991,12(4):55-62.
    [35] 吴胜和,李宇鹏.储层地质建模的现状与展望[J].海相油气地质,2007,12(3):53-60.WU Shenghe,LI Yupeng.Reservoir modeling: Current situation and development prospect[J].Marine Origin Petroleum Geology,2007,12(3):53-60.
    [36] 陈恭洋,胡勇,周艳丽,等.地震波阻抗约束下的储层地质建模方法与实践[J].地学前缘, 2012, 19(2):67-73. CHEN Gongyang,HU Yong,ZHOU Yanli,et al.Methods and practices of reservoir geologic modelling constrained by seismic impedance[J].Earth Science Frontiers, 2012, 19(2):67-73.
    [37] 杨勇,吴蕾,郭凯,等.河口砂坝变差函数研究——以印尼某气田为例[J].新疆石油地质,2006,27(4):422-424.YANG Yong,WU Lei,GUO Kai,et al.A study on variation function of channel mouth bar: An example of a gas filed in Indonesia[J].Xinjiang Petroleum Geology,2006,27(4):422-424.
    [38] 吴胜和.储层表征与建模[M].北京:石油工业出版社,2010.
    [39] 甘利灯,张昕,王峣钧,等.从勘探领域变化看地震储层预测技术现状和发展趋势[J].石油地球物理勘探,2018,53(1):214-225.GAN Lideng,ZHANG Xin,WANG Yaojun,et al.Current status and development trends of seimic re-servoir prediction viewed from the exploration industry[J].Oil Geophysical Prospecting,2018,53(1):214-225.
    [40] 周游,程时清,张敏.储层建模中变差函数参数的设置[J].西安石油大学学报(自然科学版),2010,25(5):25-27,32.ZHOU You,CHENG Shiqing,ZHANG Min.Setting of variogram parameters in reservoir modeling[J].Journal of Xi’an Shiyou University(Natural Science Edition),2010,25(5):25-27,32.

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