基于地震波相似性的非局部均值滤波压制异常振幅噪音  

SUPPRESSION OF ABNORMAL AMPLITUDE NOISE WITH SEISMIC WAVE SIMILARITY NON-LOCAL MEAN FILTER

作　　者：赵冲 李辉峰[1] 赵驰 杨飞龙[1,2] 杨文平 黄德智 罗浩 赵修 张雪 ZHAO Chong;LI Huifeng;ZHAO Chi;YANG Feilong;YANG Wenping;HUANG Dezhi;LUO Hao;ZHAO Xiu;ZHANG Xue(Xi'an Shiyou University,Xi'an 710065,China;Shaanxi Key Laboratory of Oil and Gas Accumulation Geology,Xi'an 710065,China;Sinopec Petroleum Engineering Geophysics North China Branch,Zhengzhou 450000,China;Technology Company of Zhongyuan Petroleum Engineering,Puyang 457000,Henan,China;Jilin University,Changchun 130026,China;PetroChina Changqing Oilfield Branch Fourth Oil Production Plant,Jingbian 710021,Shaanxi,China)

机构地区：[1]西安石油大学,西安710065 [2]陕西省油气成藏地质学重点实验室,西安710065 [3]中石化石油工程地球物理有限公司华北分公司,郑州450000 [4]中石化中原石油工程有限公司,河南濮阳457000 [5]吉林大学,长春130026 [6]中国石油长庆油田分公司第四采油厂,陕西靖边718500

出　　处：《海洋地质前沿》2021年第3期60-65,共6页Marine Geology Frontiers

基　　金：陕西省教育厅专项科研计划项目“基于压缩感知的起伏地表Kirchhoff型动态聚焦束偏移方法”(19JK0668);陕西省自然科学基金“基于自适应反射点加密的三维井间地震逆高斯束叠加成像”(2021JQ-588);西安石油大学研究生创新与实践能力培养项目(YCS18212036,YCS18212037)。

摘　　要：非局部均值滤波是根据图像中各像素点间的相似性对图像进行去噪处理,但该方法不能有效压制图像中的异常振幅噪音。共偏移距道集(按炮点坐标排序的等炮检距道集)中同时刻的地震信号具有相似性高且分布范围集中的特征,因此可根据非局部均值滤波的权函数判断信号中的异常振幅噪音。基于上述理论,提出了基于地震波相似性的非局部均值滤波异常噪音压制方法,以有效地压制地震信号中的随机噪音与异常振幅噪音。该方法是在共偏移距道集中根据非局部均值滤波权函数来判断信号中的异常振幅噪音,并采用局部振幅统计估算对异常振幅噪音进行压制,从而达到去除地震信号中随机噪音和异常振幅噪音的目的。理论与实际地震数据试算结果表明,笔者所提出的方法可以有效地压制地震信号中的随机噪音和异常振幅噪音,可以让地震资料的信噪比得到进一步提高。Non-local mean filtering denoises the image based on the similarity between pixels in the image.However, this method cannot effectively suppress the abnormal amplitude noise in the image. The seismic signals simultaneously in common offset gathers(equal offset gathers sorted by shot coordinates) have the characteristics of high similarity and concentrated distribution. So, the abnormal amplitude noise in the signal can be judged according to the weight function of non-local mean filtering. Based on the theory mentioned above, this paper proposes a non-local mean filtering method for suppressing abnormal noise based on the similarity of seismic waves to effectively suppress random noise and abnormal amplitude noise in seismic signals. The trial results of theoretical and actual seismic data show that the method proposed in this paper can effectively suppress random noise and abnormal amplitude noise in seismic signals, and can further improve the signal-to-noise ratio of seismic data.

关 键 词：非局部均值滤波 加权函数 局部相似性 异常振幅噪音 随机噪音 

分 类 号：P631.4[天文地球—地质矿产勘探]