分层抽样方法在岩心柱取样中的应用

吕洲; 王玉普; 李莉; 吉伟平; 侯秀林; 刘达望; 葛政廷; 李扬

doi:10.11781/sysydz201802274

分层抽样方法在岩心柱取样中的应用

doi: 10.11781/sysydz201802274

吕洲¹,
王玉普^2,3,
李莉¹,
吉伟平⁴,
侯秀林¹,
刘达望¹,
葛政廷⁴,
李扬⁴

1.
中国石油勘探开发研究院, 北京 100083
2. 中国工程院, 北京 100088
3. 中国石油化工集团公司, 北京 100728
4. 中国石油长庆油田公司, 西安 710018

基金项目: 国家科技重大专项（2017ZX05013-006）和中国石油天然气股份有限公司科学研究与技术开发项目（2016B-1306）联合资助。

详细信息

作者简介:
吕洲(1990-),男,博士研究生,主要从事油气田开发地质研究。E-mail:lvzhou827@163.com。

中图分类号: TE122.2
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出版历程
- 收稿日期: 2017-06-15
- 修回日期: 2018-01-10
- 刊出日期: 2018-03-28

Application of stratified sampling method in core plug sampling

1.
Research Institute of Petroleum Exploration & Development, PetroChina, Beijing 100083, China
2. Chinese Academy of Engineering, Beijing 100088, China
3. China Petrochemical Corporation, Beijing 100728, China
4. Changqing Oilfield Company, PetroChina, Xi'an, Shaanxi 710018, China

摘要

摘要: 通过储层岩心实验得到的数据是地质研究、测井解释和油气藏工程计算的基础。岩心柱样品的选择是储层岩心实验的第一步，其取样精度对实验结果具有重要的影响。当岩心柱样品取样数量受限的情况下，传统的简单随机抽样方法难以满足测量精度的要求。针对传统抽样方法的局限性，阐述了分层抽样方法的原理，并探讨了分层抽样参数的选取标准。在实测数据的基础上，使用Visual Basic语言编程实现蒙特卡洛算法，对随机抽样和分层抽样的测量精度进行了比较。结果表明：在相同抽样数量的前提下，分层抽样的数据精度明显优于简单随机抽样。因此，根据不同岩心实验的要求，提出了基于分层抽样的岩心柱样品的选择方法。该方法可以预估取样精度，并据此设计合理的样品数量，当实验样品数量受限时，可以有效地提升取样精度。
- 分层抽样 /
- 岩心取样 /
- 储层实验
Abstract: The data obtained from reservoir core experiments are the basis of geological research, logging interpretation and oil and gas reservoir engineering calculations. The selection of a sample plug is the first step in a reservoir core experiment, and its sampling accuracy has an important effect on experiment results. When the sample number is limited, the conventional random sampling cannot meet the requirements of measurement accuracy. In view of the limitations of the traditional sampling methods, this paper described the principle of a stratified sampling method, and discussed its selection criteria. Based on measured data, the Monte Carlo algorithm was implemented using Visual Basic programming, and the measurement accuracy of random sampling and stratified sampling was compared. The results showed that, the data accuracy of stratified sampling was better than that of simple random sampling under the same sampling quantity. Therefore, according to the requirements of different experiments, a selection method of core plug samples based on stratified sampling was proposed. The method can estimate sampling accuracy and design a reasonable number of samples accordingly. When the number of experiment samples is limited, the sampling accuracy can be improved effectively.
- stratified sampling /
- core sampling /
- reservoir experiment

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参考文献(20)

[1]	SIDDIQUI S,OKASHA T M,FUNK J J,et al.Improvements in the selection criteria for the representative special core analysis samples[J].SPE Reservoir Evaluation & Engineering,2006,9(6):647-653.
[2]	MOHAMMED K,CORBETT P.How many relative permeability measurements do you need?:A case study from a North African reservoir[J].Petrophysics,2003,44(4):262-270.
[3]	中华人民共和国国家发展和改革委员会.SY/T 5336-2006,岩心分析方法[S].北京:石油工业出版社,2006:28-29. National Development and Reform Commission.SY/T 5336-2006,Practices for core analysis[S].Beijing:Petroleum Industry Press,2006:28-29.
[4]	奥特R L,朗格内克M.统计学方法与数据分析引论[M].张忠占,译.北京:科学出版社,2003:923-942. OTT R T,LONGNECKER M.An introduction to statistical methods and data analysis[M].ZHANG Zhongzhen,Trans.Beijing:Science Press,2003:923-942.
[5]	SWANSON R G.Sample examination manual[M].Tulsa,Okla:AAPG,1981.
[6]	PARK A,DEVIER C A.Improved oil saturation data using sponge core barrel[C]//SPE Production Operations Symposium.Oklahoma City,OK:SPE,1983.
[7]	WORTHINGTON A E,GIDMAN J,NEWMAN G H.Reservoir petrophysics of poorly consolidated rocks I.Well-site procedures and laboratory methods[C]//Proceedings of the 28th Annual Logging Symposium.London,England:Society of Petrophysicists and Well-Log Analysts,1987.
[8]	刘向君,王森,刘洪,等.一种岩心选样的方法:中国,201110056396.8[P].2012-07-11. LIU Xiangjun,WANG Sen,LIU Hong,et al.Rock core sampling method:China,201110056396.8[P].2012-07-11.
[9]	CORBETT P W M,JENSEN J L.Estimating the mean permeability:How many measurements do we need?[J].First Break,1992,10(3):89-94.
[10]	梁小筠,祝大平.抽样调查的方法和原理[M].上海:华东师范大学出版社,1994:1-4,30-90. LIANG Xiaojun,ZHU Daping.Methods and principles of sample survey[M].Shanghai:East China Normal University Press,1994:1-4,30-90.
[11]	张峰,雷振明.基于分层抽样的高速网络吞吐率测量[J].吉林大学学报(信息科学版),2004,22(6):557-563. ZHANG Feng,LEI Zhenming.Throughput measurement technique for high-speed network based on stratified sampling[J].Journal of Jilin University (Information Science Edition),2004,22(6):557-563.
[12]	ZSEBY T.Stratification strategies for sampling-based non-intrusive measurements of one-way delay[C]//Proceedings of the Passive and Active Measurement Workshop (PAM).San Diego,CA:PAM,2003.
[13]	盛骤,谢式千.概率论与数理统计及其应用[M].北京:高等教育出版社,2004:229-238. SHENG Zou,XIE Shiqian.Probabilitv and statistics[M].Beijing:Higher Education Press,2004:229-238.
[14]	何顺利,焦春艳,王建国,等.恒速压汞与常规压汞的异同[J].断块油气田,2011,18(2):235-237. HE Shunli,JIAO Chunyan,WANG Jianguo,et al.Discussion on the differences between constant-speed mercury injection and conventional mercury injection techniques[J].Fault-Block Oil & Gas Field,2011,18(2):235-237.
[15]	PURCELL W R.Capillary pressures:Ttheir measurement using mercury and the calculation of permeability therefrom[J].Journalof Petroleum Technology,1949,1(2):39-48.
[16]	AMAEFULE J O,ALTUNBAY M,TIAB D,et al.Enhanced reservoir description:Using core and log data to identify hydraulic (flow) units and predict permeability in uncored intervals/wells[C]//SPE Annual Technical Conference and Exhibition.Houston,Texas:Society of Petroleum Engineers,1993.
[17]	肖佃师,卢双舫,陆正元,等.联合核磁共振和恒速压汞方法测定致密砂岩孔喉结构[J].石油勘探与开发,2016,43(6):961-970. XIAO Dianshi,LU Shuangfang,LU Zhengyuan,et al.Combining nuclear magnetic resonance and rate-controlled porosimetry to probe the pore-throat structure of tight sandstones[J].Petroleum Exploration and Development,2016,43(6):961-970.
[18]	ARCHIE G E.The electrical resistivity log as an aid in determining some reservoir characteristics[J].Transactions of the AIME,1942,146(1):54-62.
[19]	于兴河.油气储层地质学基础[M].北京:石油工业出版社,2009:294-313. YU Xinghe.Basis of hydrocarbon reservoir geology[M].Beijing:Petroleum Industry Press,2009:294-313.
[20]	赖锦,王贵文,郑新华,等.大北地区巴什基奇克组致密砂岩气储层定量评价[J].中南大学学报(自然科学版),2015,46(6):2285-2298. LAI Jin,WANG Guiwen,ZHENG Xinhua,et al.Quantitative evaluation of tight gas sandstone reservoirs of Bashijiqike Formation in Dabei gas field[J].Journal of Central South University (Science and Technology),2015,46(6):2285-2298.