[1] KRIGE D G. A statistical approach to some basic mine valuation problems on the Witwatersrand[J].Journal of the Southern African Institute of Mining and Metallurgy,1951,52(6):119-139. [2] MATHERON G.Principles of geostatistics[J].Economic Geology,1963,58(8):1246-1266. [3] MATHERON G.Traité de Géostatistique Appliqué,Tome 1[M]. Paris:Editions Techniques,1963. [4] JOURNEL A G.Geostatistics for conditional simulation of ore bodies[J].Economic Geology,1974,69(5):673-687. [5] JOURNEL A G,HUIJBREGTS C J.Mining geostatistics[M].New York:Academic Press,1978. [6] HALDORSEN H H,LAKE L W.A new approach to shale management in field scale simulation models[R].SPE 10976,1982. [7] 裘怿楠,贾爱林.储层地质模型10年[J].石油学报,2000,21(4):101-104. QIU Yi'nan,JIA Ailin.Development of geological reservoir modeling in past decade[J].Acta Petrolei Sinica,2000,21(4):101-104. [8] 胡向阳,熊琦华,吴胜和.储层建模方法研究进展[J].石油大学学报:自然科学版,2001,25(1):107-112. HU Xiangyang,XIONG Qihua,WU Shenghe.Advancement of reservoir modeling methods[J].Journal of the University of Petroleum,China,2001,25(1):107-112. [9] 贾爱林,程立华.数字化精细油藏描述程序方法[J].石油勘探与开发,2010,37(6):709-715. JIA Ailin,CHENG Lihua.The technique of digital detailed reservoir characterization[J].Petroleum Exploration and Development,2010,37(6):709-715. [10] 贾爱林,郭建林,何东博.精细油藏描述技术与发展方向[J].石油勘探与开发,2007,34(6):691-695. JIA Ailin,GUO Jianlin,HE Dongbo.Perspective of development in detailed reservoir description[J].Petroleum Exploration and Development,2007,34(6):691-695. [11] 林克湘,张昌民,雷卞军,等.柴达木盆地油砂山上新统分流河道砂体储集特征[J].江汉石油学院学报,1992,14(2):1-8. LIN Kexiang,ZHANG Changmin,LEI Bianjun,et al.Reservoir characteristics of a Pliocene distributary channel sandbody at Youshashan,Chaidamu Basin[J].Journal of Jianghan Petroleum Institute,1992,14(2):1-8. [12] 穆龙新,贾文瑞,贾爱林.建立定量储层地质模型的新方法[J].石油勘探与开发,1994,21(4):82-86. MU Longxin,JIA Wenrui,JIA Ailin.Some new methods for establishing quantitative reservoir model[J].Petroleum Exploration and Development,1994,21(4):82-86. [13] 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 geological modeling of China in the past two decades[J].Acta Petrolei Sinica,2011,32(1):181-188. [14] 贾爱林,穆龙新,陈亮,等.扇三角洲储层露头精细研究方法[J].石油学报,2000,21(4):105-108. JIA Ailin,MU Longxin,CHEN Liang,et al.Approach for detailed study of reservoir outcrop[J].Acta Petrolei Sinica,2000,21(4):105-108. [15] 薛培华.河流点坝相储层模式概论[M].北京:石油工业出版社,1991. XUE Peihua.An introduction to reservoir models of point bar facies[M].Beijing:Petroleum Industry Press,1991. [16] 于兴河,马兴祥,穆龙新,等.辫状河储层地质模式及层次界面分析[M].北京:石油工业出版社,2004:60-106. YU Xinghe,MA Xingxiang,MU Longxin,et al.Geological model and hierarchical interface analysis of braided river reservoir[M].Beijing:Petroleum Industry Press,2004:60-106. [17] 马世忠,杨清彦.曲流点坝沉积模式、三维构形及其非均质模型[J].沉积学报,2000,18(2):241-247. MA Shizhong,YANG Qingyan.The depositional model,3-D architecture and heterogeneous model of point bar in meandering channels[J].Acta Sedimentologica Sinica,2000,18(2):241-247. [18] PETTIJOHN F J,POTTER P E,SIEVER R.Sand and sandstone[M].2nd ed.New York:Springer-Verlag,1987. [19] READING H G.Sedimentary environments and facies[M].Oxford:Blackwell Scientific Publications,1978. [20] 裘亦楠.中国陆相碎屑岩储层沉积学的进展[J].沉积学报,1992,10(3):16-24. QIU Yi'nan.Developments in reservoir sedimentology of continental clastic rocks in China[J].Acta Sedimentologica Sinica,1992,10(3):16-24. [21] 赵翰卿.大庆油田河流-三角洲沉积的油层对比方法[J].大庆石油地质与开发,1988,7(4):25-31. ZHAO Hanqing.Formation correlation of fluvial-deltaic deposition in Daqing oil field[J].Petroleum Geology & Oilfield Development in Daqing,1988,7(4):25-31. [22] 吴胜和.储层表征与建模[M].北京:石油工业出版社,2010. WU Shenghe.Reservoir characterization & modeling[M].Beijing:Petroleum Industry Press,2010. [23] 李振华.复杂断块油藏储层地质建模研究[D].青岛:中国石油大学(华东),2010. LI Zhenhua.Geological modeling on the reservoir of complicated fault block[D].Qingdao:China University of Petroleum,2010. [24] 邹拓,陈晓智.北大港油田复杂断块油藏高精度储层建模表征[J].天然气与石油,2016,34(1):63-67. ZOU Tuo,CHEN Xiaozhi.Characterization of precision geological modeling for complex fault-block reservoir in Northern Dagang oilfield[J].Natural Gas and Oil,2016,34(1):63-67. [25] HEWETT T A.Fractal distributions of reservoir heterogeneity and their influence on fluid transport[R].SPE 15386,1986. [26] IVERSON W P.Characterization of a naturally fractured chalk oil reservoir,Silo,Wyoming[C]//SEG Technical Program Expanded Abstracts.SEG,1990:245-248. [27] 林承焰,李辉,任丽华,等.致密砂岩储层天然裂缝建模方法研究进展[J].地球物理学进展,2020,35(5):1803-1814. LIN Chengyan,LI Hui,REN Lihua,et al.Review of natural fracture modeling methods in tight sandstone reservoirs[J].Progress in Geophysics,2020,35(5):1803-1814. [28] 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. [29] DEUTSCH C V,WANG Libing.Hierarchical object-based stochastic modeling of fluvial reservoirs[J].Mathematical Geology,1996,28(7):857-880. [30] DEUTSCH C V,TRAN T T.FLUVSIM:a program for object-based stochastic modeling of fluvial depositional systems[J].Computers & Geosciences,2002,28(4):525-535. [31] SRIVASTAVA R M.An overview of stochastic methods for reservoir characterization[C]//CA 3:Stochastic Modeling and Geostatistics.Tulsa,Oklahoma,USA:The American Association of Petroleum Geologists,1994:3-20. [32] 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. [33] STREBELLE S B,JOURNEL A G.Reservoir modeling using multiple-point statistics[R].SPE 71324,2001. [34] STREBELLE S.Conditional simulation of complex geological structures using multiple-point statistics[J].Mathematical Geology,2002,34(1):1-21. [35] ARPAT B G,CAERS J.A multiple-scale,pattern-based approach to sequential simulation[M]//LEUANGTHONG O,DEUTSCH C V.Geostatistics Banff 2004.Dordrecht:Springer,2005:255-264. [36] ARPAT B G.Sequential simulation with patterns[D].California:Stanford University,2005. [37] 侯晓琳.深度学习在地质储层属性预测中的应用研究[J].计算机应用与软件,2020,37(4):40-47. HOU Xiaolin.Application of deep learning in geological reservoir properties prediction[J].Computer Applications and Software,2020,37(4):40-47. [38] 付超,林年添,张栋,等.多波地震深度学习的油气储层分布预测案例[J].地球物理学报,2018,61(1):293-303. FU Chao,LIN Niantian,ZHANG Dong,et al.Prediction of reservoirs using multi-component seismic data and the deep learning method[J]. Chinese Journal of Geophysics,2018,61(1):293-303. [39] 段友详,李根田,孙歧峰.卷积神经网络在储层预测中的应用研究[J].通信学报,2016,37(Z1):1-9. DUAN Youxiang,LI Gentian,SUN Qifeng.Research on convolutional neural network for reservoir parameter prediction[J].Journal on Communications,2016,37(Z1):1-9. [40] 邹才能,杨智,何东博,等.常规-非常规天然气理论、技术及前景[J].石油勘探与开发,2018,45(4):575-587. ZOU Caineng,YANG Zhi,HE Dongbo,et al.Theory,technology and prospects of conventional and unconventional natural gas[J].Petroleum Exploration and Development,2018,45(4):575-587. [41] 谭中国,卢涛,刘艳侠,等.苏里格气田"十三五"期间提高采收率技术思路[J].天然气工业,2016,36(3):30-40. TAN Zhongguo,LU Tao,LIU Yanxia,et al.Technical ideas of recovery enhancement in the Sulige gasfield during the 13th Five-Year Plan[J].Natural Gas Industry,2016,36(3):30-40. [42] 崔明明,李进步,王宗秀,等.辫状河三角洲前缘致密砂岩储层特征及优质储层控制因素——以苏里格气田西南部石盒子组8段为例[J].石油学报,2019,40(3):279-294. CUI Mingming,LI Jinbu,WANG Zongxiu,et al.Characteristics of tight sand reservoir and controlling factors of high-quality reservoir at braided delta front:a case study from Member 8 of Shihezi Formation in southwestern Sulige gas field[J].Acta Petrolei Sinica,2019,40(3):279-294. [43] 郭智,孙龙德,贾爱林,等.辫状河相致密砂岩气藏三维地质建模[J].石油勘探与开发,2015,42(1):76-83. GUO Zhi,SUN Longde,JIA Ailin,et al.3D geological modeling for tight sand gas reservoir of braided river facies[J].Petroleum Exploration and Development,2015,42(1):76-83. [44] MATHERON G,BEUCHER H,DE FOUQUET C,et al.Conditional simulation of the geometry of fluvio-deltaic reservoirs[R].SPE 16753,1987. [45] 廖东良,路保平,陈延军.页岩气地质甜点评价方法——以四川盆地焦石坝页岩气田为例[J].石油学报,2019,40(2):144-151. LIAO Dongliang,LU Baoping,CHEN Yanjun.An evaluation method of geological sweet spots of shale gas reservoir:a case study of the Jiaoshiba gas field,Sichuan Basin[J].Acta Petrolei Sinica,2019,40(2):144-151. [46] 梁兴,徐政语,张介辉,等.浅层页岩气高效勘探开发关键技术——以昭通国家级页岩气示范区太阳背斜区为例[J].石油学报,2020,41(9):1033-1048. LIANG Xing,XU Zhengyu,ZHANG Jiehui,et al.Key efficient exploration and development technoloiges of shallow shale gas:a case study of Taiyang anticline area of Zhaotong National Shale Gas Demonstration Zone[J].Acta Petrolei Sinica, 2020,41(9):1033-1048. [47] 舒红林,王利芝,尹开贵,等.地质工程一体化实施过程中的页岩气藏地质建模[J].中国石油勘探,2020,25(2):84-95. SHU Honglin,WANG Lizhi,YIN Kaigui,et al.Geological modeling of shale gas reservoirs during the implementation process of geology-engineering integration[J].China Petroleum Exploration,2020,25(2):84-95. [48] 胡水清,韩大匡,夏吉庄.高含水期地震约束储层建模技术[J].石油与天然气地质,2008,29(1):128-134. HU Shuiqing,HAN Dakuang,XIA Jizhuang.Research on techniques of reservoir geologic modeling constrained by seismic data at high water-cut stage[J].Oil & Gas Geology,2008,29(1):128-134. [49] 吴胜和,翟瑞,李宇鹏.地下储层构型表征:现状与展望[J].地学前缘,2012,19(2):15-23. WU Shenghe,ZHAI Rui,LI Yupeng.Subsurface reservoir architecture characterization:current status and prospects[J].Earth Science Frontiers,2012,19(2):15-23. [50] 宫清顺,刘占国,宋光永,等.柴达木盆地昆北油田冲积扇厚层砂砾岩储集层内部隔夹层[J].石油学报,2019,40(2):152-164. GONG Qingshun,LIU Zhanguo,SONG Guangyong,et al.Inter-layers in alluvial-fan thick sandy conglomerate reservoir of Kunbei oilfield,Qaidam Basin[J].Acta Petrolei Sinica,2019,40(2):152-164. [51] 岳大力,吴胜和,刘建民.曲流河点坝地下储层构型精细解剖方法[J].石油学报,2007,28(4):88-103. YUE Dali,WU Shenghe,LIU Jianmin.An accurate method for anatomizing architecture of subsurface reservoir in point bar of meandering river[J].Acta Petrolei Sinica,2007,28(4):88-103. [52] 吴胜和,范峥,许长福,等.新疆克拉玛依油田三叠系克下组冲积扇内部构型[J].古地理学报,2012,14(3):331-340. WU Shenghe,FAN Zheng,XU Changfu,et al.Internal architecture of alluvial fan in the Triassic Lower Karamay Formation in Karamay oilfield,Xinjiang[J].Journal of Palaeogeography,2012,14(3):331-340. [53] 陈欢庆,石成方,胡海燕,等.高含水油田精细油藏描述研究进展[J].石油与天然气地质,2018,39(6):1311-1322. CHEN Huanqing,SHI Chengfang,HU Haiyan,et al.Advances in fine description of reservoir in high water-cut oilfield[J].Oil & Gas Geology,2018,39(6):1311-1322. [54] 李阳,吴胜和,侯加根,等.油气藏开发地质研究进展与展望[J].石油勘探与开发,2017,44(4):569-579. LI Yang,WU Shenghe,HOU Jiagen,et al.Progress and prospects of reservoir development geology[J].Petroleum Exploration and Development,2017,44(4):569-579. [55] 侯加根,马晓强,刘钰铭,等.缝洞型碳酸盐岩储层多类多尺度建模方法研究:以塔河油田四区奥陶系油藏为例[J].地学前缘,2012,19(2):59-66. HOU Jiagen,MA Xiaoqiang,LIU Yuming,et al.Modelling of carbonate fracture-vuggy reservoir:a case study of Ordovician reservoir of 4th block in Tahe oilfield[J].Earth Science Frontiers,2012,19(2):59-66. [56] 于兴河.油气储层表征与随机建模的发展历程及展望[J].地学前缘,2008,15(1):1-15. YU Xinghe.A review of development course and prospect of petroleum reservoir characterization and stochastic modeling[J].Earth Science Frontiers,2008,15(1):1-15. [57] 李霞,王铜山,王建新.储层随机建模方法研究进展[J].物探化探计算技术,2009,31(5):454-459. LI Xia,WANG Tongshan,WANG Jianxin.Advancement of reservoir stochastic modeling methods[J].Computing Techniques for Geophysical and Geochemical Exploration,2009,31(5):454-459. [58] 张洋洋,周万蓬,吴志春,等.三维地质建模技术发展现状及建模实例[J].东华理工大学学报:社会科学版,2013,32(3):403-409. ZHANG Yangyang,ZHOU Wanpeng,WU Zhichun,et al.The development status of 3D geological modeling technology and modeling instances[J].Journal of East China Institute of Technology:Social Science,2013,32(3):403-409. [59] 王文龙,尹艳树.储层建模研究进展及发展趋势[J].地质学刊,2017,41(1):97-102. WANG Wenlong,YIN Yanshu.Research progress and trend of reservoir modelling[J].Journal of Geology,2017,41(1):97-102. [60] 贾承造.中国石油工业上游发展面临的挑战与未来科技攻关方向[J].石油学报,2020,41(12):1445-1464. JIA Chengzao.Development challenges and future scientific and technological researches in China's petroleum industry upstream[J].Acta Petrolei Sinica,2020,41(12):1445-1464. |