低信噪比地震数据图像结构引导去噪方法与应用

2024年 63卷 第No. 1期
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Image-guided denoising method and its application to low SNR seismic data
郑启明 李琦 都小芳 吴高奎
Qiming ZHENG Qi LI Xiaofang DU Gaokui WU
1. 北京派特杰奥科技有限公司, 北京 100044 2. 中国地质大学(北京)海洋学院, 北京 100083 3. 中石油东方地球物理公司研究院, 河北涿州 072751 4. 中石化石油勘探开发研究院, 北京 102249
1. Beijing Petroleum Geology Technology Co., Ltd., Beijing 100044, China 2. School of Ocean Sciences, China University of Geosciences (Beijing), Beijing 100083, China 3. Research Institute Inc., CNPC, ZhuoZhou 072751, China 4. Sinopec Petroleum Exploration and Production Research Institute, Beijing 102249, China

地震噪声影响着复杂断裂结构与储层的刻画, 有效压制噪声并保留地震资料中的结构信息, 是解释性处理的关键。基于保边光滑原理, 在地震数据处理中提出并引入图像结构引导滤波方法, 实现自适应地保留断层、裂缝以及储层反射等关键信息并有效压制散射与随机噪声, 提高地震数据信噪比。正演模拟数据的去噪试验结果表明, 相比常规滤波方法, 图像结构引导滤波方法具有更好的保边光滑特性; 与构造导向滤波方法相比, 该方法不需显式提取层位走向和倾角信息, 具有较高的计算效率。实际三维资料的应用结果表明, 该方法能有效压制不同类型噪声、提高信噪比和有效反射同相轴的连续性; 处理后对应的相干属性可有效增强断裂、储层的分辨能力, 更好地描述断裂系统的展布, 有利于后续地震资料解释工作。

In view of the negative effect of seismic noises on complicated structure and reservoir interpretation, effective noise reduction without impairing seismic structural information is crucial to interpretation-oriented seismic data processing. Based on the principle of edge-preserved smoothing, a self-adapting image texture guided filtering method is developed to suppress scattered and random noises in poststack seismic data and improve the signal-to-noise ratio, and meanwhile seismic reflections related to faults, cracks, and reservoirs could be preserved effectively. Model tests show that this method performs better than conventional filtering methods in edge-preserved smoothing; compared with structure-guided filtering, this method has high computational efficiency because it is unnecessary to extract strike and dip information explicitly. The field application to a 3D seismic survey shows the advantages of this method in preserving structural details of faults and cracks, attenuating various noises to improve signal-to-noise ratio, and improving lateral continuity and seismic resolution. Coherence attributes calculated using seismic data after image-guided denoising show enhanced resolution of fractures and reservoirs, which is beneficial to subsequent seismic interpretation.

图像结构引导滤波; 保边光滑; 信噪比; 断层分辨能力; 不同类型噪声;
image texture guided filtering; edge-preserved smoothing; signal-to-noise ratio; fault resolution; different types of noises;
国家科技重大专项(2016ZX05033);中国石化科技部项目(P21043-3);中国石化基础前瞻项目(P22214-2)
10.12431/issn.1000-1441.2024.63.01.014