岩性油气藏 ›› 2026, Vol. 38 ›› Issue (2): 7685.doi: 10.12108/yxyqc.20260207
PENG Fen1(
), REN Dengfeng1, PENG Jianxin1, WEI Hongxing2
摘要:
致密砂岩气藏普遍存在物性差、非均质性强等问题,常规地震反演方法在该类储层流体识别中效果较差。基于匹配追踪与集合经验模态分解,流体活动属性提取及贝叶斯理论,提出了一种流体活动属性约束的正则化反演方法,进行了模型数据测试,并在库车坳陷迪北气藏侏罗系阿合组的致密砂岩储层预测中进行了实际应用。研究结果表明:①流体活动属性约束反演的主要思路是利用MP-EEMD技术进行时频分析进而提取流体活动属性;采用贝叶斯理论构建反演目标函数并将归一化的流体活动属性作为软约束加入目标函数。②模型数据测试表明,MP-EEMD时频谱相较于MP时频谱,克服了多频干扰,在时间和频率方向分辨率更高;加入流体约束的反演结果对于含流体地层的预测效果也优于传统反演方法。③流体活动属性约束反演在库车坳陷迪北气藏侏罗系阿合组储层的应用结果显示,纵波速度反演结果与测井解释的吻合度较高,对薄层的刻画更加准确,相较于传统方法取得了更高的纵向分辨率。
中图分类号:
| [1] |
王华超, 韩登林, 欧阳传湘, 等. 库车坳陷北部阿合组致密砂岩储层特征及主控因素[J]. 岩性油气藏, 2019, 31(2):115-123.
doi: 10.12108/yxyqc.20190213 |
|
WANG Huachao, HAN Denglin, OUYANG Chuanxiang, et al. Characteristics and main controlling factors of tight sandstone reservoir of Ahe Formation in northern Kuqa Depression[J]. Lithologic Reservoirs, 2019, 31(2):115-123.
doi: 10.12108/yxyqc.20190213 |
|
| [2] |
卫欢, 单长安, 朱松柏, 等. 库车坳陷克深地区白垩系巴什基奇克组致密砂岩裂缝发育特征及地质意义[J]. 岩性油气藏, 2025, 37(1):149-160.
doi: 10.12108/yxyqc.20250113 |
|
WEI Huan, SHAN Changan, ZHU Songbai, et al. Fracture development characteristics and geological significance of tight sandstone of Cretaceous Bashijiqike Formation in Keshen area,Kuqa Depression[J]. Lithologic Reservoirs, 2025, 37(1):149-160.
doi: 10.12108/yxyqc.20250113 |
|
| [3] | 姜仁, 欧阳永林, 曾庆才, 等. Russell流体因子在致密砂岩气层检测中的应用[J]. 天然气工业, 2017, 37(1):76-81. |
| JIANG Ren, OUYANG Yonglin, ZENG Qingcai, et al. Application of the Russell fluid factor in tight sandstone gas detection[J]. Natural Gas Industry, 2017, 37(1):76-81. | |
| [4] | 张宝收, 鲁雪松, 孙雄伟, 等. 塔里木盆地迪北致密砂岩气藏储层物性下限研究[J]. 岩性油气藏, 2015, 27(1):81-88. |
| ZHANG Baoshou, LU Xuesong, SUN Xiongwei, et al. Study on the lower limit of physical properties of tight sandstone gas reservoirs in Dibei area,Tarim Basin[J]. Lithologic Reservoirs, 2015, 27(1):81-88. | |
| [5] | RUSSELL B H, GRAY D, HAMPSON D P. Linearized AVO and poroelasticity[J]. Geophysics, 2011, 76(3):C19-C29. |
| [6] | 郑伟, 程志国, 陈勇, 等. 泊松阻尼因子在准噶尔盆地石炭系火山岩储层流体检测中的应用[R]. 重庆,第32届全国天然气学术年会, 2020. |
| ZHENG Wei, CHENG Zhiguo, CHEN Yong, et al. Application of Poisson Damping Factor in Fluid Detection of Carboniferous Volcanic Reservoirs in Junggar Basin[R]. Chongqing,32nd National Natural Gas Academic Conference of Chinese Petroleum Society, 2020. | |
| [7] |
ZHANG Yijiang, WEN Xiaotao, JIANG Lian, et al. Prediction of high-quality reservoirs using the reservoir fluid mobility attribute computed from seismic data[J]. Journal of Petroleum Science and Engineering, 2020, 190:107007.
doi: 10.1016/j.petrol.2020.107007 |
| [8] | 宁忠华, 贺振华, 黄德济. 基于地震资料的高灵敏度流体识别因子[J]. 石油物探, 2006, 45(3):239-241,15. |
| NING Zhonghua, HE Zhenhua, HUANG Deji. High sensitive fluid identification based on seismic data[J]. Geophysical Prospecting for Petroleum, 2006, 45(3):239-241. | |
| [9] |
MALLAT S G, ZHANG Zhifeng. Matching pursuits with time-frequency dictionaries[J]. IEEE Transactions on Signal Processing, 1993, 41(12):3397-3415.
doi: 10.1109/78.258082 |
| [10] |
印兴耀, 裴松, 李坤, 等. 多尺度快速匹配追踪多域联合地震反演方法[J]. 地球物理学报, 2020, 63(9):3431-3441.
doi: 10.6038/cjg2020N0040 |
| YIN Xingyao, PEI Song, LI Kun, et al. Seismic inversion in joint domain based on multi-scale fast matching pursuit[J]. Chinese Journal of Geophysics, 2020, 63(9):3431-3441. | |
| [11] | 党腾雲, 徐天吉, 钱忠平, 等. 基于匹配追踪与核主成分分析的地震信号高分辨率处理方法[J]. 石油地球物理勘探, 2024, 59(4):782-789. |
| DANG Tengyun, XU Tianji, QIAN Zhongping, et al. High-resolution seismic signal processing method based on matching pursuit and kernel principal component analysis[J]. Oil Geophysical Prospecting, 2024, 59(4):782-789. | |
| [12] | 徐光成, 巴晶, 李劲松, 等. 阿姆河右岸麦捷让地区碳酸盐岩储层流体检测研究[J]. 地球物理学进展, 2013, 28(3):1507-1515. |
| XU Guangcheng, BA Jing, LI Jinsong, et al. A study on fluid detection in Metajan carbonate reservoirs in the right bank block of Amu Darya river[J]. Progress in Geophysics, 2013, 28(3):1507-1515. | |
| [13] | 杨璐, 贺振华, 文晓涛, 等. 频率衰减属性在深层碳酸盐岩油气勘探中的应用[J]. 岩性油气藏, 2012, 24(5):98-101. |
|
YANG Lu, HE Zhenhua, WEN Xiaotao, et al. Application of frequency attenuation attributes to oil and gas exploration in deep carbonate rocks[J]. Lithologic Reservoirs, 2012, 24(5):98-101.
doi: 10.3969/j.issn.1673-8926.2012.05.018 |
|
| [14] | 陈姝荞. 匹配追踪算法在地震资料处理中的应用[D]. 北京: 中国石油大学(北京), 2020. |
| CHEN Shuqiao. Application of matching pursuit algorithm in seismic data processing[D]. Beijing: China University of Petroleum (Beijing), 2020. | |
| [15] | 张懿疆. 储层流体流度预测研究[D]. 成都: 成都理工大学, 2022. |
| ZHANG Yijiang. Research on prediction of reservoir fluid mobility[D]. Chengdu: Chengdu University of Technology, 2022. | |
| [16] | 张俊杰. 基于叠前反演流体属性提取方法研究[D]. 北京: 中国石油大学(北京), 2024. |
| ZHANG Junjie. Research on fluid attribute extraction method based on prestack inversion[D]. Beijing: China University of Petroleum (Beijing), 2024. | |
| [17] |
黄捍东, 张如伟, 魏世平. 地震非线性随机反演方法在陆相薄砂岩储层预测中的应用[J]. 石油学报, 2009, 30(3):386-390.
doi: 10.7623/syxb2009011 |
|
HUANG Handong, ZHANG Ruwei, WEI Shiping. Research on application of seismic nonlinear random inversion to reservoir prediction in the thin sandstone of continental deposits[J]. Acta Petrolei Sinica, 2009, 30(3):386-390.
doi: 10.7623/syxb2009011 |
|
| [18] |
张雨强, 文晓涛, 吴昊, 等. 基于Lp拟范数稀疏约束和交替方向乘子算法的波阻抗反演[J]. 石油物探, 2022, 61(5):856-864.
doi: 10.3969/j.issn.1000-1441.2022.05.010 |
|
ZHANG Yuqiang, WEN Xiaotao, WU Hao, et al. Seismic acoustic impedance inversion using Lp quasi-norm sparse constraint and alternating direction multipllier algorithm[J]. Geophysical Prospecting for Petroleum, 2022, 61(5):856-864.
doi: 10.3969/j.issn.1000-1441.2022.05.010 |
|
| [19] | GUO Zhiqi, LI Yuedong, LIU Cai, et al. Characterization of a volcanic gas reservoir using seismic sispersion and fluid mobility attributes[J]. Lithosphere, 2021,2021(Special 3):9520064. |
| [20] |
ZENG Jing, STOVAS A, HUANG Handong, et al. Prediction of shale gas reservoirs using fluid mobility attribute driven by post-stack seismic data:A case study from Southern China[J]. Applied Sciences, 2021, 11(1):219.
doi: 10.3390/app11010219 |
| [21] | 唐雁刚, 杨宪彰, 谢会文, 等. 塔里木盆地库车坳陷侏罗系阿合组致密气藏特征与勘探潜力[J]. 中国石油勘探, 2021, 26(4):113-124. |
| TANG Yangang, YANG Xianzhang, XIE Huiwen, et al. Tight gas reservoir characteristics and exploration potential of Jurassic Ahe Formation in Kuqa Depression,Tarim Basin[J]. China Petroleum Exploration, 2021, 26(4):113-124. | |
| [22] |
王清华, 张荣虎, 杨宪彰, 等. 库车坳陷东部迪北地区侏罗系阿合组致密砂岩气勘探重大突破及地质意义[J]. 石油学报, 2022, 43(8):1049-1064.
doi: 10.7623/syxb202208002 |
|
WANG Qinghua, ZHANG Ronghu, YANG Xianzhang, et al. Major breakthrough and geological significance of tight sandstone gas exploration in Jurassic Ahe Formation in Dibei area,eastern Kuqa depression[J]. Acta Petrolei Sinica, 2022, 43(8):1049-1064.
doi: 10.7623/syxb202208002 |
|
| [23] |
王珂, 杨海军, 李勇, 等. 塔里木盆地库车坳陷北部构造带地质特征与勘探潜力[J]. 石油学报, 2021, 42(7):885-905.
doi: 10.7623/syxb202107005 |
| WANG Ke, YANG Haijun, LI Yong, et al. Geological characte-ristics and exploration potential of the northern tectonic belt of Kuqa depression in Tarim Basin[J]. Acta Petrolei Sinica, 2021, 42(7):885-905. | |
| [24] |
袁纯, 张惠良, 王波. 大型辫状河三角洲砂体构型与储层特征:以库车坳陷北部阿合组为例[J]. 岩性油气藏, 2020, 32(6):73-84.
doi: 10.12108/yxyqc.20200607 |
|
YUAN Chun, ZHANG Huiliang, WANG Bo. Sand body configuration and reservoir characteristics of large braided river delta:A case study of Ahe Formation in northern Kuqa Depression,Tarim Basin[J]. Lithologic Reservoirs, 2020, 32(6):73-84.
doi: 10.12108/yxyqc.20200607 |
|
| [25] |
王清华, 杨海军, 杨威. 库车坳陷超深层碎屑岩油气地质研究新进展和下步勘探方向[J]. 石油勘探与开发, 2025, 52(1):70-83.
doi: 10.11698/PED.20240135 |
| WANG Qinghua, YANG Haijun, YANG Wei. New progress and future exploration targets in petroleum geological research of ultra-deep clastic rocks in Kuqa Depression,Tarim Basin,NW China[J]. Petroleum Exploration and Development, 2025, 52(1):70-83. | |
| [26] |
王剑, 吴亚宁, 王涛, 等. 地震分频多级稀疏正则化反演方法:以渤中凹陷石臼坨凸起古近系东营组二段为例[J]. 岩性油气藏, 2025, 37(4):38-49.
doi: 10.12108/yxyqc.20250404 |
| WANG Jian, WU Yaning, WANG Tao, et al. Multi-level sparse regularization inversion method for seismic frequency division:A case study from the second member of Paleogene Dongying Formation in Shijiutuo Uplift,Bozhong Sag[J]. Lithologic Re-servoirs, 2025, 37(4):38-49. | |
| [27] |
ZENG Jing, HUANG Handong, LI Huijie, et al. A fast complex domain-matching pursuit algorithm and its application to deep-water gas reservoir detection[J]. Journal of Geophysics and Engineering, 2017, 14(6):1335-1348.
doi: 10.1088/1742-2140/aa7bd8 |
| [28] | 王迪, 张益明, 牛聪, 等. 储层敏感流体因子反演及烃类检测[J]. 石油地球物理勘探, 2021, 56(1):146-154. |
| WANG Di, ZHANG Yiming, NIU Cong, et al. Reservoir sensitive fluid factor inversion and its application in hydrocarbon detection[J]. Oil Geophysical Prospecting, 2021, 56(1):146-154. | |
| [29] |
SILIN D, GOLOSHUBIN G. An asymptotic model of seismic reflection from a permeable layer[J]. Transport in Porous Media, 2010, 83(1):233-256.
doi: 10.1007/s11242-010-9533-8 |
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