西南石油大学学报(自然科学版) ›› 2017, Vol. 39 ›› Issue (5): 61-69.DOI: 10.11885/j.issn.16745086.2017.01.22.01
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HUANG Xiaojuan1,2, LI Zhiping1,2, ZHOU Guangliang3, LIU Qian4, LI Hong1,2
Received:2017-01-22
Online:2017-10-01
Published:2017-10-01
Contact:
李治平,E-mail:2002011671@cugb.edu.cn
CLC Number:
HUANG Xiaojuan, LI Zhiping, ZHOU Guangliang, LIU Qian, LI Hong. A Review of Geostatistical Reservoir Modeling Development[J]. 西南石油大学学报(自然科学版), 2017, 39(5): 61-69.
| [1] DEUTSCH C V, JOURNEL A G. GSLIB:Geostatistical software library and user's guide[M]. 2nd ed. New York:Oxford University Press, 1998. [2] TAHMASEBI P, HEZARKHANI A, SAHIMI M. Multiple-point geostatistical modeling based on the cross-correlation functions[J]. Computational Geosciences, 2012, 16(3):779-797. doi:10.1007/s10596-012-9287-1 [3] de IACO S, MAGGIO S. Validation techniques for geological patterns simulations based on variogram and multiple-point statistics[J]. Mathematical Geosciences, 2011, 43(4):483-500. doi:10.1007/s11004-011-9326-9 [4] CHENG C, YU W, BAI X. The research on method of interlayer modeling based on seismic inversion and petrophysical facies[J]. Petroleum, 2016, 2(1):20-25. doi:10.-1016/j.petlm.2015.10.001 [5] JAFARPOUR B, KHODABAKHSHI M. A probability conditioning method (PCM) for nonlinear flow data integration into multipoint statistical Facies simulation[J]. Mathematical Geosciences, 2011, 43(2):133-164. doi:10.-1007/s11004-011-9316-y [6] 石石,高立祥,刘莉莉,等. 苏里格气田苏6加密井区有效储层地质建模[J]. 西南石油大学学报(自然科学版), 2015, 37(1):4450. doi:10.11885/j.issn.1674-5086.2013.06.08.06 SHI Shi, GAO Lixiang, LIU Lili, et al. Geological modeling of effective sandstone reservoir of the Su-6 infilling drilling pilot in Sulige Gas Field[J]. Journal of Southwest Petroleum University (Science & Technology Edition), 2015, 37(1):44-50. doi:10.11885/j.issn.1674-5086.2013.06.08.06 [7] 李保华,邓世彪,陈永权,等. 塔里木盆地柯坪地区下寒武统台缘相白云岩储层建模[J]. 天然气地球科学,2015,26(7):12331244. doi:10.11764/j.issn.1672-1926.2015.07.1233 LI Baohua, DENG Shibiao, CHEN Yongquan, et al. The reservoir modeling of platform margin dolostone of Xiaoerblak Formation, Lower Cambrian, Kalpin Area, Tarim Basin[J]. Natural Gas Geoscience, 2015, 26(7):1233-1244. doi:10.11764/j.issn.1672-1926.2015.07.1233 [8] 计秉玉,赵国忠,王曙光,等. 沉积相控制油藏建模技术[J]. 石油学报,2006,27(S1):111114. doi:10.7623/-syxb2006S1022 JI Bingyu, ZHAO Guozhong, WANG Shuguang, et al. Geologic modeling technique of oil reservoir based on sedimentary facies control[J]. Acta Petrolei Sinica, 2006, 27(S1):111-114. doi:10.7623/syxb2006S1022 [9] 刘超,谢传礼,李宇鹏,等. 利用虚拟井提高相控随机建模中地质约束的原理和方法[J]. 天然气地球科学, 2015, 26(4):616624. doi:10.11764/j.issn.1672-1926.-2015.04.0616 LIU Chao, XIE Chuanli, LI Yupeng, et al. The principle and method to enhance geological constraint by inserting virtual wells in facies controlling stochastic reservoir modeling[J]. Natural Gas Geoscience, 2015, 26(4):616-624. doi:10.11764/j.issn.1672-1926.2015.04.0616 [10] 邓西里,李顺明,孔垂显,等. 新疆金龙2油田裂缝性火山岩油藏地质建模方法[J]. 西南石油大学学报(自然科学版), 2016, 38(4):3747. doi:10.11885/j.issn.-1674-5086.2014.11.17.01 DENG Xili, LI Shunming, KONG Chuixian, et al. Geological modeling of fractured volcanic reservoir in Jinlong 2 Oilfield, Xinjiang[J]. Journal of Southwest Petroleum University (Science & Technology Edition), 2016, 38(4):37-47. doi:10.11885/j.issn.1674-5086.2014.11.17.01 [11] THORE P, SHTUKA A, LECOUR M, et al. Structural uncertainties:Determination, management, and applications[J]. Geophysics, 2002, 67(3):840-852.8 doi:10.-1190/1.1484528 [12] RASTEGARNIA M, SANATI A, JAVANI D. A comparative study of 3D FZI and electrofacies modeling using seismic attribute analysis and neural network technique:A case study of Cheshmeh-Khosh Oil field in Iran[J]. Petroleum, 2016, 2(3):225-235. doi:10.1016/j.petlm.2016.-06.005 [13] RENARD P, STRAUBHAAR J, CAERS J, et al. Conditioning facies simulations with connectivity data[J]. Mathematical Geosciences, 2011, 43(8):879-903. doi:10.-1007/s11004-011-9363-4 [14] 谌卓恒, OSADETZ K G. 西加拿大沉积盆地Cardium组致密油资源评价[J]. 石油勘探与开发, 2013, 40(3):320328. doi:10.11698/PED.2013.03.08 CHEN Zhuoheng, OSADETZ K G. An assessment of tight oil resource potential in the Upper Cretaceous Cardium Formation, western Canada Sedimentary Basin[J]. Petroleum Exploration and Development, 2013, 40(3):320-328. doi:10.11698/PED.2013.03.08 [15] SCHEIDT C, CAERS J. Representing spatial uncertainty using distances and kernels[J]. Mathematical Geosciences, 2009, 41(4):397-419. doi:10.1007/s11004-008-9186-0 [16] BERTONCELLO A, SUN T, LI Hongmei, et al. Conditioning surface-based geological models to well and thickness data[J]. Mathematical Geosciences, 2013, 45(7):873-893. [17] 邹拓,徐芳. 复杂断块油田开发后期精细地质建模技术对策[J]. 西南石油大学学报(自然科学版), 2015, 37(4):3540. doi:10.11885/j.issn.1674-5086.2013.12.-08.03 ZOU Tuo, XU Fang. Technical strategy for fine geological modeling in later development stage of complex faultblock oilfield[J]. Journal of Southwest Petroleum University (Science & Technology Edition), 2015, 37(4):35-40. doi:10.11885/j.issn.1674-5086.2013.12.08.03 [18] CAERS J. History matching under training-image based geological model constraints[J]. SPE Journal, 2003, 8(3):218-226. doi:10.2118/74716-PA [19] MARIETHOZ G, RENARD P, STRAUBHAAR J. Extrapolating the fractal characteristics of an image using scale-invariant multiple-point statistics[J]. Mathematical Geosciences, 2011, 43(7):783-797. doi:10.1007/s11004-011-9362-5 [20] MIRANDA H, DE MIRANDA M S. Combining robustness with efficiency in the estimation of the variogram[J]. Mathematical Geosciences, 2011, 43(3):363-377. doi:10.1007/s11004-010-9308-3 [21] BACHMAIER M, BACKES M. Variogram or semivariogram? Variance or semivariance? Allan variance or introducing a new term?[J]. Mathematical Geosciences, 2011, 43(6):735-740. doi:10.1007/s11004-011-9348-3 [22] FRITZ J, NEUWEILER I, NOWAK W. Application of FFT-based algorithms for large-scale universal kriging problems[J]. Mathematical Geosciences, 2009, 41(5):509-533. doi:10.1007/s11004-009-9220-x [23] YAMAMOTO J K. Correcting the smoothing effect of ordinary kriging estimates[J]. Mathematical Geology, 2005, 37(1):69-94. doi:10.1007/s11004-005-8748-7 [24] DEUTSCH C V. Geostatistical reservoir modeling[M]. New York:Oxford University Press, 2002. [25] STREBELLE S. Conditional simulation of complex geological structures using multiple-point statistics[J]. Mathematical Geology, 2002, 34(1):1-21. doi:10.1023/A:-1014009426274 [26] STRAUBHAAR J, RENARD P, MARIETHOZ G, et al. An improved parallel multiple-point algorithm using a list approach[J]. Mathematical Geosciences, 2011, 43(3):305-328. doi:10.1007/s11004-011-9328-7 [27] WU Jianbing, BOUCHER A, ZHANG Tuanfeng. A SGeMS code for pattern simulation of continuous and categorical variables:FILTERSIM[J]. Computers & Geosciences, 2008, 34(12):1863-1876. doi:10.1016/j.cageo.-2007.08.008 [28] WU Jianbing, ZHANG Tuanfeng, JOURNEL A. Fast FILTERSIM simulation with score-based distance[J]. Mathematical Geosciences, 2008, 40(7):773-788. doi:10.1007/-s11004-008-9157-5 [29] HONARKHAH M, CAERS J. Stochastic simulation of patterns using distance-based pattern modeling[J]. Mathematical Geosciences, 2010, 42(5):487-517. doi:10.1007/-s11004-008-9157-5 [30] PATRIARCHE D, CASTRO M C, GOOVAERTS P. Estimating regional hydraulic conductivity fields-a comparative study of geostatistical methods[J]. Mathematical Geology, 2005, 37(6):587-613. doi:10.1007/s11004-005-7308-5 [31] MACHUCA-MORY D F, DEUTSCH C V. Non-stationary geostatistical modeling based on distance weighted statistics and distributions[J]. Mathematical Geosciences, 2013, 45(1):31-48. doi:10.1007/s11004-012-9428-z [32] STREBELLE S, CAVELIUS C. Solving speed and memory issues in multiple-point statistics simulation program SNESIM[J]. Mathematical Geosciences, 2014, 46(2):171-186. doi:10.1007/s11004-013-9489-7 [33] ARPAT G B, CAERS J. Conditional simulation with patterns[J]. Mathematical Geology, 200739(2):177-203. doi:10.1007/s11004-006-9075-3 [34] STRAUBHAAR J, WALGENWITZ A, RENARD P. Parallel multiple-point statistics algorithm based on list and tree structures[J]. Mathematical Geosciences, 2013, 45(2):131-147. doi:10.1007/s11004-012-9437-y [35] ZHANG Tuanfeng, SWITZER P, JOURNEL A. Filterbased classification of training image patterns for spatial simulation[J]. Mathematical Geology, 2006, 38(1):63-80. doi:10.1007/s11004-008-9154-8 [36] SUZUKI S, CAERS J. A distance-based prior model parameterization for constraining solutions of spatial inverse problems[J]. Mathematical Geosciences, 2008, 40(4):445-469. doi:10.1007/s11004-008-9154-8 [37] LIU Yuhong. Using the Snesim program for multiple-point statistical simulation[J]. Computers & Geosciences, 2006, 32(10):1544-1563. doi:10.1016/j.cageo.2006.02.008 [38] 崔勇,栾瑞乐,赵澄林. 辽河油田欧利坨子地区火山岩储集层特征及有利储集层预测[J]. 石油勘探与开发, 2000, 27(5):4749. CUI Yong, LUAN Ruile, ZHAO Chenglin. Volcanic rock reservoir characteristics and prediction in Oulituozi Region, Liaohe Basin[J]. Petroleum Exploration and Development, 2000, 27(5):47-49. [39] 程超,吴东昊,桑琴,等. 基于蚂蚁体的"相"控地质建模[J]. 西安石油大学学报(自然科学版), 2011, 26(3):2125. CHENG Chao, WU Donghao, SANG Qin, et al. Faciescontrolled geological modeling based on ant body[J]. Journal of Xi'an Shiyou University (Natural Science Edition), 2011, 26(3):21-25. [40] 刘克奇,郝雪峰. 成熟探区精细地质评价技术研究进展[J]. 西南石油大学学报(自然科学版), 2015, 37(1):1118. doi:10.11885/j.issn.1674-5086.2013.01.05.01 LIU Keqi, HAO Xuefeng. Advances in intensive geological evaluation methods of the mature exploration areas[J]. Journal of Southwest Petroleum University (Science & Technology Edition), 2015, 37(1):11-18. doi:10.11885/j.-issn.1674-5086.2013.01.05.01 [41] HUYSMANS M, DASSARGUES A. Direct multiplepoint geostatistical simulation of edge properties for modeling thin irregularly shaped surfaces[J]. Mathematical Geosciences, 2011, 43(5):521-536. doi:10.1007/s11004-011-9336-7 |
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