基于智能层序划分地层格架约束下的惠民凹陷基山砂体展布特征Characteristics of Jishan sandbody extension in Huimin Sag based on constraint of intelligent sequence stratigraphic framework division
张鹏飞,刘天娇,赵兰全,常象春,隋青林,赵洪康
ZHANG Pengfei,LIU Tianjiao,ZHAO Lanquan,CHANG Xiangchun,SUI Qinglin,ZHAO Hongkang
摘要(Abstract):
针对惠民凹陷的基山砂体在垂直方向上多期叠加、横向变化迅速,导致砂体对比困难的问题,利用多种群遗传算法(MPGA)与动态时间归整算法(DTW)相结合的方法进行惠民凹陷沙河街组三段(沙三段)中亚段基山砂体层序地层的划分和对比,同时利用多种常规分析方法对智能划分的结果进行验证。在高频层序的约束下,进一步分析了基山砂体的沉积相以及相控砂体的展布特征。结果表明:基山砂体可以划分为7个四级层序(Psq1-Psq7)和21个五级层序,砂体厚度变化显著,横向迁移特征突出;该区域整体上是由三角洲前缘至前三角洲,再到浊积沉积体系组成的沉积序列;横向上,基山砂体在北—中—南方向的空间发育呈现出较强的分割性,并影响了其垂直方向上的叠置关系,这种分割性总体上受到三角洲多水道发育模式、朵叶体排列方向以及前缘至远端加厚带等因素的控制;平面上,基山砂体呈叠置连片状,且从西向东逐渐增强,前缘主水道向东推进的距离较远,使得远端的浊积砂体更为发育。研究成果明确了惠民凹陷高频层序格架下的砂体展布规律,为进一步分析基山砂体含油气层段的空间分布特征提供依据。
Aiming at correlation challenge of Jishan sandbody in Huimin Sag caused by vertical multi-stages superimposition and rapid lateral variation, division and correlation of sequence strata in Jishan sandbody of Es3 m submember in Huimin Sag are performed by combining multi-population genetic algorithm(MPGA) and dynamic time warping algorithm(DTW), and intelligent division results are validated with several conventional analytical methods. Sedimentary facies of Jishan sandbody and extension characteristics of facies-controlled sandbody are further analyzed constrained by high-frequency sequence. The results show that Jishan sandbody is divided into 7 fourth-order sequences(Psq1-Psq7) and 21 fifth-order sequences, with significant thickness variation and prominent lateral migration characteristics. This area generally presents a sedimentary sequence composed of delta front to pro-delta and then turbidite sedimentary system. Laterally, Jishan sandbody shows much segmentation in north-central-south direction, influencing its vertical superimposition relationship. This segmentation is mainly controlled by multichannels development pattern in delta, lobes orientation and thickening zones from front to distal end. Areal distribution of Jishan sandbody shows superimposed and contiguous pattern that gradually strengthens from west to east.Long eastward advancement distance of the main front channel makes distal turbidite sandbodies more developed.The research clarifies sandbody distribution laws in Huimin Sag in high-frequency sequence framework, providing basis for further analysis of spatial extension characteristics of oil and gas bearing intervals of Jishan sandbody.
关键词(KeyWords):
层序地层;惠民凹陷;基山砂体;多种群遗传算法(MPGA);动态时间归整算法(DTW)
sequence strata;Huimin Sag;Jishan sandbody;multi-population genetic algorithm(MPGA);dynamic time warping algorithm(DTW)
基金项目(Foundation): 国家自然科学基金项目“多成因要素叠加下的储层固体沥青分子地球化学判识及形成机制”(42372160);; 胜利油田勘探开发研究院科技外协项目“惠民凹陷基山砂体成因类型及分布规律研究”(30200018-23-ZC0613-0004)
作者(Author):
张鹏飞,刘天娇,赵兰全,常象春,隋青林,赵洪康
ZHANG Pengfei,LIU Tianjiao,ZHAO Lanquan,CHANG Xiangchun,SUI Qinglin,ZHAO Hongkang
DOI: 10.19597/J.ISSN.1000-3754.202401028
参考文献(References):
- [1]赵翰卿.高分辨率层序地层对比与我国的小层对比[J].大庆石油地质与开发,2005,24(1):5-9,12.ZHAO Hanqing. High-resolution sequential stratigraphy correlation and Chinese subzone correlation[J]. Petroleum Geology&Oilfield Development in Daqing,2005,24(1):5-9,12.
- [2]刘振峰,郝天珧,范国章.沉积旋回的地球物理研究[J].石油实验地质,2004,26(3):258-262.LIU Zhenfeng, HAO Tianyao, FAN Guozhang. Geophysical study of sedimentary cycles[J]. Petroleum Geology&Experiment,2004,26(3):258-262.
- [3]王志强,刘波,胡忠益,等.海拉尔盆地苏德尔特地区南屯组高分辨率层序地层格架及沉积特征[J].大庆石油地质与开发,2019,38(4):7-14.WANG Zhiqiang,LIU Bo,HU Zhongyi,et al. High-resolution sequence stratigraphic framework and sedimentary characteristics of Nantun Formation in Sudeerte area of Hailar Basin[J]. Petroleum Geology&Oilfield Development in Daqing, 2019, 38(4):7-14.
- [4]许效松.层序地层学在沉积学和油储勘查中研究的关键点[J].岩相古地理,1996,16(6):55-62.XU Xiaosong. The key points of sequence stratigraphy in sedimentology and oil reservoir exploration[J]. Sedimentary Facies and Paleogeography,1996,16(6):55-62.
- [5]操应长,姜在兴,夏斌,等.声波时差测井资料识别层序地层单元界面的方法、原理及实例[J].沉积学报,2003,21(2):318-323.CAO Yingchang, JIANG Zaixing, XIA Bin, et al. Method,principle and example of identifying sequence stratigraphical boundary using sonic logging[J]. Acta Sedimentologica Sinica,2003,21(2):318-323.
- [6]张立强,罗晓容,何登发,等.准噶尔盆地南缘下白垩统层序界面的识别[J].沉积学报,2004,22(4):636-643.ZHANG Liqiang,LUO Xiaorong,HE Dengfa,et al. Sequence boundaries of the lower Cretaceous, southern Junggar Basin[J]. Acta Sedimentologica Sinica,2004,22(4):636-643.
- [7]赵辉,齐怀彦,王凯,等.致密砂岩油藏测井响应特征及有利区评价[J].特种油气藏,2023,30(5):35-41.ZHAO Hui, QI Huaiyan, WANG Kai, et al.Characteristics of well logging response and evaluation of favorable zones in tight sandstone reservoirs[J].Special Oil&Gas Reservoirs,2023,30(5):35-41.
- [8]王梦琪,谢俊,王金凯,等.基于INPEFA技术的高分辨率层序地层研究:以埕北油田东营组二段为例[J].中国科技论文,2016,11(9):982-987,994.WANG Mengqi, XIE Jun, WANG Jinkai, et al. Research of high resolution sequence stratigraphy using INPEFA:A case study in the second member of Dongying Formation of Chengbei oilfield[J]. China Sciencepaper, 2016, 11(9):982-987,994.
- [9] YE T,WEI A J,GAO K S,et al. New sequence division method of shallow platform with natural gamma spectrometry data:Implication for reservoir distribution-a case study from Majiagou Formation of Bozhong 21-22 structure, Bohai Bay Basin[J].Carbonates and Evaporites,2020,35(4):116.
- [10] MASCHIO C, VIDAL A C, SCHIOZER D J. A framework to integrate history matching and geostatistical modeling using genetic algorithm and direct search methods[J]. Journal of Petroleum Science&Engineering,2008,63(1):34-42.
- [11] ZHU H M, JIAO L C, PAN J. Multi-population genetic algorithm for feature selection[M]//JIAO L C, GAO X, LIU J,et al. Advances in Natural Computation. Berlin:Springer,2006.
- [12]霍智颖,何生,王永诗,等.渤海湾盆地惠民凹陷临南洼陷沙河街组现今超压分布特征及成因[J].石油实验地质,2020,42(6):938-945.HUO Zhiying,HE Sheng,WANG Yongshi,et al. Distribution and causes of present-day overpressure of Shahejie Formation in Linnan Subsag,Huimin Sag,Bohai Bay Basin[J]. Petroleum Geology&Experiment,2020,42(6):938-945.
- [13]张震.临北地区沙三中亚段断裂输导体系及控藏作用研究[D].青岛:中国石油大学(华东),2023.ZHANG Zhen. Research on fault pathway systems and reservoir control in the middle section of the third member of Shahejie Formation in Linbei area[D]. Qingdao:China University of Petroleum(East China),2023.
- [14]张震,刘太勋,谢风猛,等.惠民凹陷临北地区基山砂体油气成藏主控因素研究[J].辽宁石油化工大学学报,2021,41(3):48-56.ZHANG Zhen,LIU Taixun,XIE Fengmeng,et al. Study on the main controlling factors of hydrocarbon accumulation of Jishan sand body of Es3 in Linbei area of Huimin Depression[J]. Journal of Liaoning Petrochemical University, 2021, 41(3):48-56.
- [15]赵丽霞.惠民凹陷基山砂岩体储层物性的测井解释[D].长沙:中南大学,2007.ZHAO Lixia. Logging interpretation of physical properties of Jishan sandstone reservoir in Huimin Depression[D].Changsha:Central South University,2007.
- [16]孙钰,钟建华,姜在兴,等.惠民凹陷基山砂体沉积特征及成藏条件[J].西南石油大学学报,2007,29(1):40-43.SUN Yu,ZHONG Jianhua,JIANG Zaixing,et al. Sedimentary features and reservoir forming conditions of Jishan sand body in Huimin Sag[J]. Journal of Southwest Petroleum University,2007,29(1):40-43.
- [17]杨剑萍,查明,牟雪梅,等.山东惠民凹陷古近系基山砂体地震作用成因新论[J].沉积学报,2006,24(4):488-495.YANG Jianping, ZHA Ming, MU Xuemei, et al. New demonstration of the seismic origin for Jishan sandbody of Paleogene in Huimin Depression, Shandong Province[J]. Acta Sedimentologica Sinica,2006,24(4):488-495.
- [18]罗薇,何幼斌,马波.惠民凹陷临7断块区沙三段沉积相分析[J].岩性油气藏,2014,26(6):57-63.LUO Wei,HE Youbin,MA Bo. Study on sedimentary facies of the third member of Shahejie Formation in Lin 7 fault block,Huimin Sag[J]. Lithologic Reservoirs,2014,26(6):57-63.
- [19]冯佃亮,傅强,李德勇.惠民凹陷沙三下亚段沉积特征与油气储层有利砂体分布[J].上海国土资源,2015,36(3):78-82.FENG Dianliang,FU Qiang,LI Deyong. Distribution and sedimentary characteristics of sand bodies favorable for oil and gas reservoirs in the ES3X stratum in Huimin Sag[J]. Shanghai Land&Resources,2015,36(3):78-82.
- [20]李政,王秀红,朱日房,等.济阳坳陷沙三下亚段和沙四上亚段页岩油地球化学评价[J].新疆石油地质,2015,36(5):510-514.LI Zheng, WANG Xiuhong, ZHU Rifang, et al. Geochemical evaluation of shale oil in lower Es3 and upper Es4 in Jiyang Depression[J]. Xinjiang Petroleum Geology, 2015, 36(5):510-514.
- [21]张春明.山东惠民凹陷临南地区古近系沙三下亚段沉积相与储集性能研究[D].北京:中国地质大学(北京),2012.ZHANG Chunming. The sedimentary facies and reservoir characteristics of the lower part of the third member of Paleogene Shahejie Formation, in Linnan area, Huimin Depression, Shandong Province[D]. Beijing:China University of Geosciences(Beijing),2012.
- [22]韩作振,刘凤武,高丽华,等.惠民凹陷临北断阶沙三中亚段砂质碎屑流沉积特征[J].山东科技大学学报(自然科学版),2016,35(2):1-7,21.HAN Zuozhen,LIU Fengwu,GAO Lihua,et al. Sandy debrisflow sedimentary characteristics of middle-Es3 in Linbei step-fault zone of Huimin Depression[J]. Journal of Shandong University of Science and Technology(Natural Science),2016,35(2):1-7,21.
- [23]王卫红,姜在兴,操应长,等.测井曲线识别层序边界的方法探讨[J].西南石油学院学报,2003,25(3):1-4.WANG Weihong, JIANG Zaixing, CAO Yingchang, et al.Discussion of the methods of using logging curves to recognize sequence boundaries[J]. Journal of Southwest Petroleum Institute,2003,25(3):1-4.
- [24]张志伟,张龙海.测井评价烃源岩的方法及其应用效果[J].石油勘探与开发,2000,27(3):84-87.ZHANG Zhiwei,ZHANG Longhai. A method of source rock evaluation by well-logging and its application result[J]. Petroleum Exploration and Development,2000,27(3):84-87.
- [25]赵伟,邱隆伟,姜在兴,等.小波分析在高精度层序单元划分中的应用[J].中国石油大学学报(自然科学版),2009,33(2):18-22.ZHAO Wei, QIU Longwei, JIANG Zaixing, et al. Application of wavelet analysis in high-resolution sequence unit division[J].Journal of China University of Petroleum(Edition of Natural Science),2009,33(2):18-22.
- [26]朱红涛,黄众,刘浩冉,等.利用测井资料识别层序地层单元技术与方法进展及趋势[J].地质科技情报,2011,30(4):29-36.ZHU Hongtao, HUANG Zhong, LIU Haoran, et al. Progress and developing tendency of technologies and methods used to recognise sequence stratigraphic units based on the well-log data[J]. Geological Science and Technology Information,2011,30(4):29-36.
- [27]习成威.准噶尔盆地玛湖凹陷北斜坡下三叠统百口泉组层序与沉积特征研究[D].北京:中国地质大学(北京),2020.XI Chengwei. Study on sequence and sedimentary characteristics of Triassic Baikouquan Formation on the North Slope of Mahu Sag,Junggar Basin[D]. Beijing:China University of Geosciences(Beijing),2020.
- [28]刘天娇,贾海波,余继峰,等.基于多种群遗传算法和动态时间归整的智能层序地层划分对比方法:以渤南洼陷古近系下部为例[J].中国科技论文,2023,18(1):71-80,102.LIU Tianjiao,JIA Haibo,YU Jifeng,et al. Intelligent identification of sequence stratigraphy interfaces constrained by multipopulation genetic algorithm and dynamic time warping:A case study of the Lower Paleogene strata in Bonan Subsag[J]. China Sciencepaper,2023,18(1):71-80,102.
- [29]付君豪,陈再贺,付宪,等.利用随机森林算法预测束鹿凹陷束21井区馆陶组储层砂地比[J].大庆石油地质与开发,2023,42(6):34-41.FU Junhao, CHEN Zaihe, FU Xian, et al. Prediction of sandstone-strata thickness ratio of Guantao Formation reser-voir in Shu21 well area of Shulu Sag via random forest algorithm[J]. Petroleum Geology&Oilfield Development in Daqing,2023,42(6):34-41.
- 层序地层
- 惠民凹陷
- 基山砂体
- 多种群遗传算法(MPGA)
- 动态时间归整算法(DTW)
sequence strata - Huimin Sag
- Jishan sandbody
- multi-population genetic algorithm(MPGA)
- dynamic time warping algorithm(DTW)