石油学报 ›› 2025, Vol. 46 ›› Issue (8): 1628-1646.DOI: 10.7623/syxb202508013
朱海燕1,2, 王智辉1,2, 范宇3, 郭建华3, 雷明1,2, 高佳佳4, 曹文科5
收稿日期:
2024-09-02
修回日期:
2024-12-16
发布日期:
2025-09-06
通讯作者:
朱海燕,男,1984年4月生,2013年获中国石油大学(北京)博士学位,现为成都理工大学能源学院教授、博士生导师,主要从事石油钻采岩石力学的教学和科研工作。
作者简介:
朱海燕,男,1984年4月生,2013年获中国石油大学(北京)博士学位,现为成都理工大学能源学院教授、博士生导师,主要从事石油钻采岩石力学的教学和科研工作。Email:zhuhaiyan040129@163.com
基金资助:
Zhu Haiyan1,2, Wang Zhihui1,2, Fan Yu3, Guo Jianhua3, Lei Ming1,2, Gao Jiajia4, Cao Wenke5
Received:
2024-09-02
Revised:
2024-12-16
Published:
2025-09-06
摘要: 碳酸盐岩地层孔隙压力准确预测是维持碳酸盐岩地层井壁稳定,保障碳酸盐岩油气藏高效勘探开发的重要前提。碳酸盐岩地层地质条件复杂、非均质性强且区域差异特征明显,导致其地层孔隙压力准确预测难度高、预测模型普适性差。提高碳酸盐岩地层孔隙压力预测精度,拓展预测模型适用性仍面临极大挑战。为深化碳酸盐岩地层孔隙压力预测方法的科学认识,对碳酸盐岩异常压力形成机制进行讨论,针对当前碳酸盐岩地层孔隙压力预测主要方法进行分类对比,系统总结了各方法的原理与优缺点,并以四川盆地南部地区海相碳酸盐岩地层为例,开展不同预测方法的适应性对比评价。研究结果表明:①基于欠压实理论的预测方法,如等效深度法、Eaton法,依赖于建立合理压实趋势线,对碳酸盐岩地层孔隙压力预测准确性低,适用性较差;②基于数值模拟预测方法能够精细地描述地层的几何特征,通过精细网格划分和高阶有限元参数可获取高精度数值解,但参数获取需求高,计算复杂度高;③基于数理统计与人工智能算法的预测方法通过对研究区块大量相关数据处理分析获取预测模型,模型区块差异性明显,应用场景局限性较大;④基于岩石物理学的地层孔隙压力预测方法,包括流固耦合预测模型、基于小波变换的预测模型等,通过构建岩石物理模型,获取碳酸盐岩地层孔隙压力对弹性波参数的响应关系,对地层孔隙压力进行高精度预测,但模型复杂、参数处理难度高。最后,对碳酸盐岩地层孔隙压力预测的发展趋势进行了展望。
中图分类号:
朱海燕, 王智辉, 范宇, 郭建华, 雷明, 高佳佳, 曹文科. 碳酸盐岩地层孔隙压力预测方法研究进展及展望[J]. 石油学报, 2025, 46(8): 1628-1646.
Zhu Haiyan, Wang Zhihui, Fan Yu, Guo Jianhua, Lei Ming, Gao Jiajia, Cao Wenke. Research progress and application prospects of prediction methods for pore pressure in carbonate formations[J]. Acta Petrolei Sinica, 2025, 46(8): 1628-1646.
[1] SALAH M K, ALQUDAH M, DAVID C. Petrophysical and acoustic assessment of carbonate rocks, Zahle area, central Lebanon[J]. Bulletin of Engineering Geology and the Environment, 2020, 79(10): 5455-5475. [2] LISABETH H P, ZHU Wenlu.Effect of temperature and pore fluid on the strength of porous limestone[J].Journal of Geophysical Research:Solid Earth, 2015, 120(9):6191-6208. [3] 沈安江, 赵文智, 胡安平, 等.海相碳酸盐岩储集层发育主控因素[J].石油勘探与开发, 2015, 42(5):545-554. SHEN Anjiang, ZHAO Wenzhi, HU Anping, et al.Major factors controlling the development of marine carbonate reservoirs[J].Petroleum Exploration and Development, 2015, 42(5):545-554. [4] 牛小兵, 范立勇, 任军峰, 等.鄂尔多斯盆地奥陶系盐下缝洞体天然气勘探突破及其意义[J].石油学报, 2024, 45(12):1715-1727. NIU Xiaobing, FAN Liyong, REN Junfeng, et al.Breakthrough and significance of natural gas exploration for Ordovician subsalt fracture-cavities in Ordos Basin[J].Acta Petrolei Sinica, 2024, 45(12):1715-1727. [5] 王健, 庞宇晗, 操应长, 等.塔里木盆地石灰窑露头区寒武系碳酸盐岩断控岩溶储层的形成机制及指示意义[J].中国石油大学学报:自然科学版, 2021, 45(5):1-12. WANG Jian, PANG Yuhan, CAO Yingchang, et al.Formation mechanism and significance of Cambrian carbonate fault-controlled karst reservoir in Shihuiyao outcrop area, Tarim Basin[J].Journal of China University of Petroleum:Edition of Natural Science, 2021, 45(5):1-12. [6] XIONG Ying, TAN Xiucheng, DONG Guodong, et al.Diagenetic differentiation in the Ordovician Majiagou Formation, Ordos Basin, China:facies, geochemical and reservoir heterogeneity constraints[J].Journal of Petroleum Science and Engineering, 2020, 191:107179. [7] 李峰峰, 叶禹, 余义常, 等.碳酸盐岩成岩作用研究进展[J].地质科技通报, 2023, 42(1):170-190. LI Fengfeng, YE Yu, YU Yichang, et al.Research progress of carbonate rock diagenesis[J].Bulletin of Geological Science and Technology, 2023, 42(1):170-190. [8] 路保平, 王志战, 张元春.碳酸盐岩孔隙压力预监测理论与方法进展[J].石油学报, 2022, 43(4):571-580. LU Baoping, WANG Zhizhan, ZHANG Yuanchun.Progress of theories and methods for prediction and detection of pore pressure in carbonate rock[J].Acta Petrolei Sinica, 2022, 43(4):571-580. [9] 兰凯, 熊友明, 闫光庆, 等.川东北水平井储层井壁稳定性及其对完井方式的影响[J].吉林大学学报:地球科学版, 2011, 41(4):1233-1238. LAN Kai, XIONG Youming, YAN Guangqing, et al.Horizontal borehole stability and its influence on well completion optimization in the northeast Sichuan Basin[J].Journal of Jilin University:Earth Science Edition, 2011, 41(4):1233-1238. [10] 张艳娜, 韩正波, 孔璐琳, 等.北特鲁瓦地区裂缝性碳酸盐岩地层井壁稳定性研究[J].特种油气藏, 2021, 28(1):161-169. ZHANG Yanna, HAN Zhengbo, KONG Lulin, et al.Study on the wellbore stability in fractured carbonate formations in North Truva Area[J]. Special Oil & Gas Reservoirs, 2021, 28(1):161-169. [11] AZADPOUR M, MANAMAN N S, KADKHODAIE-ILKHCHI A, et al.Pore pressure prediction and modeling using well-logging data in one of the gas fields in south of Iran[J].Journal of Petroleum Science and Engineering, 2015, 128:15-23. [12] 童凯军, 周文, 单钰铭.致密砂岩气藏地层孔隙压力预测方法[J].科技导报, 2010, 28(15):62-66. TONG Kaijun, ZHOU Wen, SHAN Yuming.Prediction of formation porosity pressure in deep formation[J].Science & Technology Review, 2010, 28(15):62-66. [13] EATON B A.The effect of overburden stress on geopressure prediction from well logs[J].Journal of Petroleum Technology, 1972, 24(8):929-934. [14] TERZAGHI K, PECK R B, MESRI G.Soil mechanics in engineering practice[J].Soil Science, 1996, 68(5):149-150(2). [15] FILLIPPONE W R.Estimation of Formation parameters and the prediction of overpressures from seismic data[R].SEG 1982-0502, 1982. [16] WANG Zizhen, WANG Ruihe.Pore pressure prediction using geophysical methods in carbonate reservoirs:current status, challenges and way ahead[J].Journal of Natural Gas Science and Engineering, 2015, 27:986-993. [17] 周学锋, 明君, 周建科, 等.地震资料属性分级及误差分析[J].地球物理学进展, 2018, 33(3):1190-1197. ZHOU Xuefeng, MING Jun, ZHOU Jianke, et al.Seismic attributes classification and their error analysis[J].Progress in Geophysics, 2018, 33(3):1190-1197. [18] DUTTA N C.Shale compaction, burial diagenesis, and geopressures:a dynamic model, solution and some results[J].Collection Colloques et Séminaires-Institut Français du Pétrole, 1986(44):149-172. [19] 金振奎, 石良, 高白水, 等.碳酸盐岩沉积相及相模式[J].沉积学报, 2013, 31(6):965-979. JIN Zhenkui, SHI Liang, GAO Baishui, et al.Carbonate facies and facies models[J].Acta Sedimentologica Sinica, 2013, 31(6):965-979. [20] 邵长印, 宋璠, 邱隆伟, 等.渤海湾盆地沾化凹陷古近系沙河街组二段滩坝沉积规律、主控因素及油气勘探潜力[J].石油学报, 2025, 46(4):708-725. SHAO Changyin, SONG Fan, QIU Longwei, et al.Sedimentary regularities, main controlling factors, and hydrocarbon exploration potential of the beach-bars of the Member 2 of Paleogene Shahejie Formation in Zhanhua sag, Bohai Bay Basin[J].Acta Petrolei Sinica, 2025, 46(4):708-725. [21] 尚墨翰, 赵向原, 曾大乾, 等.深层海相碳酸盐岩储层非均质性研究进展[J].油气地质与采收率, 2021, 28(5):32-49. S HANG Mohan, ZHAO Xiangyuan, ZENG Daqian, et al.Research progress on heterogeneity of deep marine carbonate reservoirs[J].Petroleum Geology and Recovery Efficiency, 2021, 28(5):32-49. [22] 张宝民, 刘静江.中国岩溶储集层分类与特征及相关的理论问题[J].石油勘探与开发, 2009, 36(1):12-29. ZHANG Baomin, LIU Jingjiang.Classification and characteristics of karst reservoirs in China and related theories[J].Petroleum Exploration and Development, 2009, 36(1):12-29. [23] 鲜本忠, 万锦峰, 姜在兴, 等.断陷湖盆洼陷带重力流沉积特征与模式:以南堡 凹陷东部东营组为例[J].地学前缘, 2012, 19(1):121-135. XIAN Benzhong, WAN Jinfeng, JIANG Zaixing, et al.Sedimentary characteristics and model of gravity flow deposition in the depressed belt of rift lacustrine basin:a case study from Dongying Formation in Nanpu depression[J].Earth Science Frontiers, 2012, 19(1):121-135. [24] 庞雯, 史鸿祥.轮南地区奥陶系碳酸盐岩古岩溶特征[J].新疆石油地质, 2008, 29(1):37-40. PANG Wen, SHI Hongxiang.The Paleo-Karst feature of Ordovician carbonate rocks in Lunnan area[J].Xinjiang Petroleum Geology, 2008, 29(1):37-40. [25] DUTTA N C.Deepwater geohazard prediction using prestack inversion of large offset P-wave data and rock model[J].The Leading Edge, 2002, 21(2):193-198. [26] RUSSELL W L.Pressure-depth relations in appalachian region[J].AAPG Bulletin, 1972, 56(3):528-536. [27] 夏新宇, 宋岩.沉降及抬升过程中温度对流体压力的影响[J].石油勘探开发, 2001, 28(3):8-11. XIA Xinyu, SONG Yan.Temperature effects on geopressure during deposition and erosion[J].Petroleum Exploration and Development, 2001, 28(3):8-11. [28] 陶刚, 秦胜飞, 齐雯, 等.构造抬升对柴达木盆地北缘氦气富集的控制作用[J].石油学报, 2025, 46(3):649-660. TAO Gang, QIN Shengfei, QI Wen, et al.Controlling effect of tectonic uplift on helium enrichment in the northern margin of Qaidam Basin[J].Acta Petrolei Sinica, 2025, 46(3):649-660. [29] 褚庆忠, 李耀华.异常压力形成机制研究综述[J].天然气勘探与开发, 2001, 24(4):38-46. CHU Qingzhong, LI Yaohua.Summarization of the Formation mechanism of abnormal pressure[J].Natural Gas Exploration and Development, 2001, 24(4):38-46. [30] 邹华耀, 郝芳, 蔡勋育.沉积盆地异常低压与低压油气藏成藏机理综述[J].地质科技情报, 2003, 22(2):45-50. ZOU Huayao, HAO Fang, CAI Xunyu.Summarization of subnormal pressures and accumulation mechanisms of subnormally pressured petroleum reservoirs[J].Bulletin of Geological Science and Technology, 2003, 22(2):45-50. [31] 向才富, 冯志强.松辽盆地异常压力系统及其形成原因探讨[J].地质学报, 2006, 80(11):1752-1759. XIANG Caifu, FENG Zhiqiang.Three abnormal pressure systems developed in the Songliao Basin, northeast China and their genesis[J].Acta Geologica Sinica, 2006, 80(11):1752-1759. [32] 焦尊生, R.C.萨达姆.怀俄明州Laramide类盆地中的异常地层压力圈闭及其在天然气勘探开发中的意义[J].断块油气田, 1994, 1(6):27-44. JIAO Zunsheng, SURDAM R C.The anomalously pressure compartment in the Laramide basins of Wyoming and its significance to gas exploration and development[J].Fault-Block Oil & Gas Field, 1994, 1(6):27-44. [33] 毛小平, 陈修蓉.地层水渗透作用和构造运动的时差:试论超压形成的两种机制[J].地质科学, 2024, 59(6):1614-1638. MAO Xiaoping, CHEN Xiurong.The time difference between formation water infiltration and tectonic movement:discussion on the two mechanisms of overpressure Formation[J].Chinese Journal of Geology, 2024, 59(6):1614-1638. [34] 邓宾, 刘树根, 刘顺, 等.四川盆地地表剥蚀量恢复及其意义[J].成都理工大学学报:自然科学版, 2009, 36(6):675-686. DENG Bin, LIU Shugen, LIU Shun, et al.Restoration of exhumation thickness and its significance in Sichuan Basin, China[J].Journal of Chengdu University of Technology:Science & Technology Edition, 2009, 36(6):675-686. [35] 王志宏, 郝翠果, 李建明, 等.川西前陆盆地超压分布及成因机制[J].岩性油气藏, 2019, 31(6):36-43. WANG Zhihong, HAO Cuiguo, LI Jianming, et al.Distribution and genetic mechanism of overpressure in western Sichuan foreland Basin[J].Lithologic Reservoirs, 2019, 31(6):36-43. [36] 徐珂, 张辉, 尹国庆, 等.塔里木盆地富满油田断控缝洞型储层现今地应力特征及应用[J].地质通报, 2025, 44(2/3):232-244. XU Ke, ZHANG Hui, YIN Guoqing, et al.The characteristics of in-situ stress and its application in the fault-controlled fracture-vug reservoirs in the Fuman oilfield, Tarim Basin[J].Geological Bulletin of China, 2025, 44(2/3):232-244. [37] 蒋有录, 常振恒, 鲁雪松, 等.东濮凹陷古近系凝析气藏成因类型及其分布特征[J].中国石油大学 学报(自然科学版), 2008, 32(5):28-34. JIANG Youlu, CHANG Zhenheng, LU Xuesong, et al.Genetic types and distribution of paleogene condensate gas pools in Dongpu depression[J].Journal of China University of Petroleum(Edition of Natural Science), 2008, 32(5):28-34. [38] BARKER C.Calculated volume and pressure changes during the thermal cracking of oil to gas in reservoirs[J].AAPG Bulletin, 1990, 74(8):1254-1261. [39] 过敏, 李仲东, 杨磊, 等.川东北飞仙关组异常压力演化与油气成藏[J].西南石油大学学报(自然科学版), 2010, 32(1):175-182. GUO Min, LI Zhongdong, YANG Lei, et al.Evolution of abnormal pressure and hydrocarbon accumulation in Feixianguan Formation in the northeastern Sichuan Basin[J].Journal of Southwest Petroleum University(Science & Technology Edition), 2010, 32(1):175-182. [40] 吴涛, 李军, 闫文琦, 等.准噶尔盆地腹部地区超压低饱和度油气成因机制与勘探意义[J].石油学报, 2024, 45(12):1728-1742. WU Tao, LI Jun, YAN Wenqi, et al.Genetic mechanism and exploration significance of overpressure and low-saturation oil and gas in the hinterland of Junggar Basin[J].Acta Petrolei Sinica, 2024, 45(12):1728-1742. [41] 狄贵东, 陈亚军, 陈康, 等.四川盆地高石梯地区走滑断裂的分布及活动对二叠系栖霞组白云岩储层发育的控制作用与意义[J].石油学报, 2024, 45(12):1761-1782. DI Guidong, CHEN Yajun, CHEN Kang, et al.Distribution and activity of strike-slip faults in Gaoshiti area of Sichuan Basin and their control and significance for the development of dolomite reservoirs in Permian Qixia Formation[J].Acta Petrolei Sinica, 2024, 45(12):1761-1782. [42] MA Xin, LI Haitao, LUO Hongwen, et al.Research on well selection method for high-pressure water injection in fractured-vuggy carbonate reservoirs in Tahe oilfield[J].Journal of Petroleum Science and Engineering, 2022, 214:110477. [43] BIAN Dezhi, ZHAO Lun, CHEN Yefei, et al.Fracture characteristics and genetic mechanism of overpressure carbonate reservoirs:taking the Kenkiyak oilfield in Kazakhstan as an example[J].Petroleum Exploration and Development, 2011, 38(4):394-399. [44] RICHARD L, UTEYEV R, PETERS H.Thermodynamic description of organic/inorganic interactions in TSR reservoirs[R].SPE 172254, 2014. [45] FAN Xiaoyi, YAO Guangqing, YANG Zhenfeng.Seismic sedimentology in multiple sources-complex depositional systems of Chepaizi Uplift, Junggar Basin[J].Earth Science, 2018, 43(3):786-801. [46] 李传亮.等效深度法并不等效[J].岩性油气藏, 2009, 21(4):120-123. LI Chuanliang.Equivalent depth method is not equivalent[J].Lithologic Reservoirs, 2009, 21(4):120-123. [47] 易远元, 李健雄, 王功军.测井资料在异常地层压力预测中的应用——以LW21-1-1井为例[J].石油天然气学报, 2011, 33(9):92-95. YI Yuanyuan, LI Jianxiong, WANG Gongjun.Application of logging data in abnormal pressure prediction:by taking Well 21-1-1 for example[J].Journal of Oil and Gas Technology, 2011, 33(9):92-95. [48] 夏宏泉, 刘之的, 陈平, 等.碳酸盐岩剖面地层孔隙压力计算方法研究[J].西南石油学院学报, 2003, 25(5):5-7. XIA Hongquan, LIU Zhidi, CHEN Ping, et al.Studying on calculating method of the formation pore pressure for carbonate rock profile[J]. Journal of Southwest Petroleum Institute, 2003, 25(5):5-7. [49] 夏宏泉, 游晓波, 凌忠, 等.基于有效应力法的碳酸盐岩地层孔隙压力测井计算[J].钻采工艺, 2005, 28(3):28-30. XIA Hongquan, YOU Xiaobo, LING Zhong, et al.Logging calculation for pore pressure on carbonate rock formation based on effectiveness stress method[J].Drilling & Production Technology, 2005, 28(3):28-30. [50] 王亚娟, 彭梦芸, 李世银, 等.缝洞型碳酸盐岩地层孔隙压力测井预测方法研究[J].重庆科技 学院学报(自然科学版), 2015, 17(2):29-33. WANG Yajuan, PENG Mengyun, LI Shiyin, et al.Research on fractured-vuggy carbonate formation pore pressure prediction method based on logging data[J].Journal of Chongqing University of Science and Technology(Natural Science Edition), 2015, 17(2):29-33. [51] 陈鸣, 余立文, 秦瑞, 等.泥页岩地层孔隙压力预测新方法[J].复杂油气藏, 2021, 14(3):27-30. CHEN Ming, YU Liwen, QIN Rui, et al.A new method for prediction of pore pressure in shale Formation[J].Complex Hydrocarbon Reservoirs, 2021, 14(3):27-30. [52] 郑璇, 代旭, 钱薇如, 等.两种碳酸盐岩地层孔隙压力计算方法的比较分析[J].辽宁化工, 2014, 43(12):1501-1503. ZHENG Xuan, DAI Xu, QIAN Weiru, et al.Comparative analysis on two calculation methods of the pore pressure in carbonate formation[J]. Liaoning Chemical Industry, 2014, 43(12):1501-1503. [53] 吕功训, 项红英, 龚幸林, 等.分段式地层压力预测方法及其在阿姆河右岸地区的应用[J].石油天然气学报, 2014, 36(1):40-44. LÜ Gongxun, XIANG Hongying, GONG Xinglin, et al.Segmented formation pressure prediction and its application on the right bank area of Amu Darya Basin[J].Journal of Oil and Gas Technology, 2014, 36(1):40-44. [54] KESHAVARZI R, JAHANBAKHSHI R, RASHIDI M.Predicting formation fracture gradient in oil and gas wells:a neural network approach[R].ARMA 11-114, 2011. [55] MORALES-SALAZAR J P, SAMANIEGO-VERDUZCO F, GARCÍA-HERRERA M G.A pore-pressure equation for carbonate s[J]. SPE Drilling & Completion, 2020, 35(2):191-200. [56] 臧艳彬, 王瑞和, 王子振, 等.利用Eaton法计算地层孔隙压力的不确定性分析[J].西南石油大学学报(自然科学版), 2012, 34(4):55-61. ZANG Yanbin, WANG Ruihe, WANG Zizhen, et al.Evaluation of uncertainties for pore-pressure taking Eaton method as an example[J].Journal of Southwest Petroleum University(Science & Technology Edition), 2012, 34(4):55-61. [57] 范宇, 于兴川, 郭建华, 等.四川盆地蓬莱气区地层压力纵向分布规律[J].大庆石油地质与开发, 2023, 42(2):59-67. FAN Yu, YU Xingchuan, GUO Jianhua, et al.Vertical distribution law of formation pressure in Penglai gas area in Sichuan Basin[J].Petroleum Geology & Oilfield Development in Daqing, 2023, 42(2): 59-67. [58] 钟敬敏, 齐从丽, 钟水清, 等.川东北HB构造地层压力剖面预测探索[J].钻采工艺, 2010, 33(5):18-21. ZHONG Jingmin, QI Congli, ZHONG Shuiqing, et al.Formation pressure profile prediction technique of northeast Sichuan HB structure[J]. Drilling & Production Technology, 2010, 33(5):18-21. [59] 佘敏, 寿建峰, 沈安江, 等.碳酸盐岩溶蚀规律与孔隙演化实验研究[J].石油勘探与开发, 2016, 43(4):564-572. SHE Min, SHOU Jianfeng, SHEN Anjiang, et al.Experimental simulation of dissolution law and porosity evolution of carbonate rock[J].Petroleum Exploration and Development, 2016, 43(4):564-572. [60] 樊洪海, 叶志, 纪荣艺, 等.三维上覆岩层压力计算方法研究[J].岩石力学与工程学报, 2011, 30(S2):3878-3883. FAN Honghai, YE Zhi, JI Rongyi, et al.Investigation on three-dimensional overburden pressure calculation method[J].Chinese Journal of Rock Mechanics and Engineering, 2011, 30(S2):3878-3883. [61] BAHMAEI Z, HOSSEINI E.Pore pressure prediction using seismic velocity modeling:case study, Sefid-Zakhor gas field in Southern Iran[J] .Journal of Petroleum Exploration and Production Technology, 2020, 10(3):1051-1062. [62] RIAHI M A, FAKHARI M G.Pore pressure prediction using seismic acoustic impedance in an overpressure carbonate reservoir[J].Journal of Petroleum Exploration and Production Technology, 2022, 12(12):3311-3323. [63] HUTOMO P S, ROSID M S, HAIDAR M W.Pore pressure prediction using Eaton and neural network method in carbonate field "X" based on seismic data[J].IOP Conference Series:Materials Science and Engineering, 2019, 546(3):032017. [64] 魏国齐, 贾承造, 宋惠珍, 等.塔里木盆地塔中地区奥陶系构造-沉积模式与碳酸盐岩裂缝储层预测[J].沉积学报, 2000, 18(3):408-413. WEI Guoqi, JIA Chengzao, SONG Huizhen, et al.Ordovician structural-depositional model and prediction for profitable crack reservoir of carbonate rock in Tazhong area, Tarim Basin[J].Acta Sedimentologica Sinica, 2000, 18(3):408-413. [65] 余夫, 金衍, 陈勉, 等.基于薄板理论的碳酸盐岩地层压力检测方法探讨[J].石油钻探技术, 2014, 42(5):57-61. YU Fu, JIN Yan, CHEN Mian, et al.Discussion on a formation pore pressure detection method for carbonate rocks based on the thin plate theory [J].Petroleum Drilling Techniques, 2014, 42(5):57-61. [66] 祖克威, 程秀申, 罗周亮, 等.复杂碳酸盐岩储层裂缝预测方法对比性研究[J].地质力学学报, 2018, 24(4):465-473. ZU Kewei, CHENG Xiushen, LUO Zhouliang, et al.The comparative analysis of different methods for fracture prediction in complex carbonate rock reservoir[J].Journal of Geomechanics, 2018, 24(4):465-473. [67] PACHECO M P, ALTSCHAEFFL A G, CHAMEAU J L.Pore pressure predictions in finite element analysis[J].International Journal for Numerical and Analytical Methods in Geomechanics, 1989, 13(5):477-491. [68] AGADA S, GEIGER S, ELSHEIKH A, et al.Data-driven surrogates for rapid simulation and optimization of WAG injection in fractured carbonate reservoirs[J].Petroleum Geoscience, 2017, 23(2):270-283. [69] HAN Pengyuan, DING Wenlong, MA Hailong, et al.The method and application of numerical simulation of high-precision stress field and quantitative prediction of multiperiod fracture in carbonate reservoir[J].Tectonophysics, 2024, 885:230421. [70] KUSOLSONG S, ADISORNSUPAWAT K, VARDCHARRAGOSAD P.Numerical simulation for compaction and subsidence during production period for a large carbonate gas field[R].IPTC 23015, 2023. [71] WEI Shiming, CHEN Mian, JIN Y, et al.Numerical simulation of dynamic stress field of fractured horizontal well in carbonate reservoirs-in the production process[R].ARMA 18-0330, 2018. [72] 李昌, 潘立银, 曹全斌, 等.油气开发阶段基于Petrel软件的碳酸盐岩储层白云石含量平面预测方法——以川东北C地区应用为例[J].海相油气地质, 2012, 17(2):75-78. LI Chang, PAN Liyin, CAO Quanbin, et al.A PETREL-based plane prediction method of dolomite volume percentage in carbonate reservoirs during petroleum development:a case of application in area C, northeastern Sichuan Basin[J].Marine Origin Petroleum Geology, 2012, 17(2):75-78. [73] 钱丽萍, 王霞, 李丰, 等.Fillippone公式结合等效介质理论预测地层压力[J].石油地球物理勘探, 2018, 53(增刊2):224-229. QIAN Liping, WANG Xia, LI Feng, et al.Formation pore pressure prediction using Fillipone formula combined with equivalent medium theory [J].Oil Geophysical Prospecting, 2018, 53(S2):224-229. [74] 程远方, 时贤, 李蕾, 等.考虑裂隙发育的碳酸盐岩地层孔隙压力预测新模型[J].中国石油大学学报(自然科学版), 2013, 37(3): 83-87. CHENG Yuanfang, SHI Xian, LI Lei, et al.A novel pore pressure prediction model of carbonate formation with fracture development[J].Journal of China University of Petroleum(Edition of Natural Science), 2013, 37(3):83-87. [75] LÜ Kunhong, ZHANG Hui, OUYANG Yong, et al.Pore pressure detection method of carbonate formation based on multiple logging parameters[R].ARMA 2023-0210, 2023. [76] 陶磊, 赵越哲, 何岩峰, 等.一种碳酸盐岩气藏地层孔隙压力计算方法[J].常州大学学报(自然科学版), 2019, 31(3):88-92. TAO Lei, ZHAO Yuezhe, HE Yanfeng, et al.A calculation method of pore pressurein carbonate gas reservoir[J].Journal of Changzhou University (Natural Science Edition), 2019, 31(3):88-92. [77] 张华卫, 张洪宝, 黄在福, 等.伊朗Y油田孔隙型灰岩地层压力检测方法研究[J].科学技术与工程, 2013, 13(13):3584-3587. ZHANG Huawei, ZHANG Hongbao, HUANG Zaifu, et al.Investigation and application of pore pressure calculation method in porous limestone formation of oilfield Y, Iran[J].Science Technology and Engineering, 2013, 13(13):3584-3587. [78] KISS A, FRUHWIRTH R K, PONGRATZ R, et al.Formation breakdown pressure prediction with artificial neural networks[R].SPE 191391, 2018. [79] 王新迎, 闫冬, 施展, 等.机器学习赋能的优化算法及其在新型电力系统中的应用与展望[J].中国电机工程学报, 2024, 44(16): 6367-6384. WANG Xinying, YAN Dong, SHI Zhan, et al.Machine learning empowered optimization algorithms and their applications and prospects in new type power system[J].Proceedings of the CSEE, 2024, 44(16):6367-6384. [80] SIMON D.Evolutionary optimization algorithms[M].Hoboken:Wiley, 2013. [81] HUANG Guangbin, ZHU Qinyu, SIEW C K.Extreme learning machine:theory and applications[J].Neurocomputing, 2006, 70(1/3):489-501. [82] SUYKENS J A K, VANDEWALLE J.Least squares support vector machine classifiers[J].Neural Processing Letters, 1999, 9(3):293-300. [83] FARSI M, MOHAMADIAN N, GHORBANI H, et al.Predicting formation pore-pressure from well-log data with hybrid machine-learning optimization algorithms[J].Natural Resources Research, 2021, 30(5):3455-3481. [84] KENNEDY J.The particle swarm:social adaptation of knowledge[C]//Proceedings of 1997 IEEE International Conference on Evolutionary Computation.Indianapolis:IEEE, 1997. [85] DELAVAR M R, RAMEZANZADEH A.Pore pressure prediction by empirical and machine learning methods using conventional and drilling logs in carbonate rocks[J].Rock Mechanics and Rock Engineering, 2023, 56(1):535-564. [86] ZAKHAROV L A, MARTYUSHEV D A, PONOMAREVA I N.Predicting dynamic formation pressure using artificial intelligence methods [J].Journal of Mining Institute, 2022, 253:23-32. [87] AHMED A, ELKATATNY S, ALI A, et al.Comparative analysis of artificial intelligence techniques for formation pressure prediction while drilling[J].Arabian Journal of Geosciences, 2019, 12(18):592. [88] MATINKIA M, AMRAEINIYA A, BEHBOUD M M, et al.A novel approach to pore pressure modeling based on conventional well logs using convolutional neural network[J].Journal of Petroleum Science and Engineering, 2022, 211:110156. [89] HADI F, ECKERT A, ALMAHDAWI F.Real-time pore pressure prediction in depleted reservoirs using regression analysis and artificial neural networks[R].SPE 194851, 2019. [90] 徐路.碳酸盐岩地层压力预测研究[D].青岛:中国石油大学, 2011. XU Lu.Research on pore pressure prediction in carbonate formation[D].Qingdao:China University of Petroleum, 2011. [91] 余夫, 金衍, 陈勉, 等.异常高压地层的纵波速度响应特征分析[J].石油钻探技术, 2014, 42(2):23-27. YU Fu, JIN Yan, CHEN Mian, et al.Analysis of response characteristic of P-wave velocity in abnormal over-pressure formation[J].Petroleum Drilling Techniques, 2014, 42(2):23-27. [92] JANJUHAH H T, ALANSARI A, VINTANED J A G.Quantification of microporosity and its effect on permeability and acoustic velocity in Miocene carbonates, Central Luconia, offshore Sarawak, Malaysia[J].Journal of Petroleum Science and Engineering, 2019, 175:108-119. [93] ZHU Honglin, TAN Yanhu, CHEN Qiao, et al.The effects of gas saturation on the acoustic velocity of carbonate rock[J].Journal of Natural Gas Science and Engineering, 2015, 26:149-155. [94] ARIF M, MAHMOUD M, ZHANG Yihuai, et al.X-ray tomography imaging of shale microstructures:a review in the context of multiscale correlative imaging[J].International Journal of Coal Geology, 2021, 233:103641. [95] GASSMANN F.Uber die elastizitat poroser medien[J].Veirteljahrsschrift der Naturforschenden Gesellschaft in Zzirich, 1951, 96:1-23. [96] BIOT M A.Theory of propagation of elastic waves in a fluid-saturated porous solid.II.Higher frequency range[J].The Journal of the acoustical Society of America, 1956, 28(2):179-191. [97] XU S, WHITE R E.A new velocity model for clay-sand mixtures[J].Geophysical Prospecting, 1995, 43(1):91-118. [98] WANG Z, HIRSCHE W K, SEDGWICK G.Seismic velocities in carbonate rocks[J].Journal of Canadian Petroleum Technology, 1991, 30(2):112-122. [99] VANORIO T, SCOTELLARO C, MAVKO G.The effect of chemical and physical processes on the acoustic properties of carbonate rocks[J] .The Leading Edge, 2008, 27(8):1040-1048. [100] XU Shiyu, WHITE R E.A new velocity model for clay-sand mixtures [J].Geophysical Prospecting, 1995, 43(1):91-118. [101] WU Taite.The effect of inclusion shape on the elastic moduli of a two-phase material[J].International Journal of Solids and Structures, 1966, 2(1):1-8. [102] BERRYMAN J G.Mixture theories for rock properties[M]//AHRENS T J.Rock physics & phase relations:a handbook of physical Constants.Washington D C:American Geophysical Union, 1995:205-228. [103] WANG Haiyang, SUN S Z, YANG Haijun, et al.The influence of pore structure on P-& S-wave velocities in complex carbonate reservoirs with secondary storage space[J].Petroleum Science, 2011, 8(4):394-405. [104] 王子振, 王瑞和, 单珣, 等.常规方法预测碳酸盐岩地层压力的偏差分析[J].中国石油大学学报(自然科学版), 2014, 38(5):96-101. WANG Zizhen, WANG Ruihe, SHAN Xun, et al.Uncertainty analysis of pore pressure prediction in carbonate formation using conventional methods[J].Journal of China University of Petroleum(Edition of Natural Science), 2014, 38(5):96-101. [105] LI Hongbing, ZHANG Jiajia.A differential effective medium model of multiple-porosity rock and its analytical approximations for dry rock [J].Chinese Journal of Geophysics, 2014, 57(6):835-845. [106] ESHELBY J D.The determination of the elastic field of an ellipsoidal inclusion, and related problems[J].Proceedings of the Royal Society A: Mathematical and Physical Sciences, 1957, 241(1226):376-396. [107] FENG Quanxiong, JIANG Lian, LIU Mingquan, et al.Fluid substitution in carbonate rocks based on the Gassmann equation and Eshelby-Walsh theory[J].Journal of Applied Geophysics, 2014, 106:60-66. [108] HUDSON J A.Wave speeds and attenuation of elastic waves in material containing cracks[J].Geophysical Journal International, 1981, 64(1):133-150. [109] SCHOENBERG M.Elastic wave behavior across linear slip interfaces[J].The Journal of the Acoustical Society of America, 1980, 68(5):1516-1521. [110] KACHANOV M.Continuum model of medium with cracks[J].Journal of the Engineering Mechanics Division, 1980, 106(5):1039-1051. [111] XU Jingjing, TAN Maojin, WANG Xiaochang, et al.Predicting acoustic-wave velocities and fluid sensitivity to elastic properties in fractured carbonate formation[J].Interpretation, 2017, 5(1):SB69-SB80. [112] THOMSEN L.Weak elastic anisotropy[J].Geophysics, 1986, 51(10):1954-1966. [113] XU Shiyu, PAYNE M A.Modeling elastic properties in carbonate rocks[J].The Leading Edge, 2009, 28(1):66-74. [114] LIU Yukun, HE Zhiliang, HE Sheng, et al.A new quantitative model and application for overpressure prediction in carbonate formation[J].Journal of Petroleum Science and Engineering, 2021, 198:108145. [115] BOWERS G L.Pore pressure estimation from velocity data:accounting for overpressure mechanisms besides undercompaction[J].SPE Drilling & Competion, 1995, 10(2):89-95. [116] PRIDE S R, BERRYMAN J G, HARRIS J M.Seismic attenuation due to wave-induced flow[J].Journal of Geophysical Research:Solid Earth, 2004, 109(B1):B01201. [117] YU Fu, JIN Yan, CHEN Kangping, et al.Pore-pressure prediction in carbonate rock using wavelet transformation[J].Geophysics, 2014, 79(4):D243-D252. [118] 周云秋, 贺锡雷, 林凯, 等.基于动态有效应力系数的地层压力估算方法[J].新疆石油地质, 2023, 44(2):245-251. ZHOU Yunqiu, HE Xilei, LIN Kai, et al.Formation pressure estimation method based on dynamic effective stress coefficient[J].Xinjiang Petroleum Geology, 2023, 44(2):245-251. |
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