Application of weak signal recovery technique based on vector bin to low signal-to-noise ratio data processing
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摘要:
受地表条件和地震波激发、传播以及接收条件等诸多因素的影响,地震记录上往往会出现各种严重的干扰波,这些噪声给弱有效反射波信息的利用带来了极为不利的影响。基于矢量面元的弱信号恢复技术可恢复还原被噪声淹没的弱信号,压制噪声效果好。该技术将每一个CMP目标道都形成一个对应的矢量面元道集,利用矢量面元道集内具有规则波同相轴成水平状或准水平状的重要特征,采用希尔伯特变换将矢量面元道集转换为复数域矢量面元余弦相位函数道集,通过直接获得水平同相轴,以实现信噪分离。实际应用结果表明:该技术可实现有效弱反射波的精确恢复,可提高速度分析、叠加及偏移成像等分析处理的品质,处理成果的信噪比和保幅性高。
Abstract:Influenced by such factors as surface, source, transmission and receiver conditions, there are always serious interference wavefields in seismic data, which bring extremely adverse effects on the utilization of effective weak reflection signals. The weak signal recovery technology based on vector bin can restore the weak signals submerged by noise, and obtain good noise suppression effect. The technology splits each CMP gather to form a corresponding vector bin set, using the important features that reflected events are horizontal or quasi horizontal in vector bin gather, Hilbert transform is used to transform vector bin gather into complex domain vector bin cosine phase function gathers, and the horizontal events are obtained directly to achieve signal-to-noise separation . The practical application results show that this technique can achieve accurate recovery of effective weak reflection, improve the velocity analysis quality, stacking and migrating imaging effect, and achieve high signal-to-noise ratio data and amplitude preservation.
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[1] 蔡希玲, 张俊桥. 复杂地表区噪声分析技术与压噪方法应用[J]. 石油地球物理勘探, 2002, 37(S1):1-4
CAI Xiling, ZHANG Junqiao. Noise analysis technology and application of noise suppression method in complex surface area [J]. Oil Geophysical Prospecting, 2002, 37(S1): 1-4.
[2] 张希山, 张建英, 郑玉霞, 等. 复杂地区低信噪比地震资料处理方法研究[J]. 石油地球物理勘探, 2002, 37(S1):40-43
ZHANG Xishan, ZHANG Jianying, ZHENG Yuxia, et al. Research on low-SNR seismic data processing methods in complex area [J]. Oil Geophysical Prospecting, 2002, 37(S1): 40-43.
[3] XUE Y W, DONG S Q, SCHUSTER G T. Interferometric prediction and subtraction of surface waves with a nonlinear local filter [J]. Geophysics, 2009, 74(1): S11-S18.
[4] 高少武, 赵波, 周兴元. 自适应相干噪声衰减技术[J]. 石油地球物理勘探, 2003, 38(3):242-246 doi: 10.3321/j.issn:1000-7210.2003.03.006
GAO Shaowu, ZHAO Bo, ZHOU Xingyuan. Self-adaptive coherent noise attenuation technique [J]. Oil Geophysical Prospecting, 2003, 38(3): 242-246. doi: 10.3321/j.issn:1000-7210.2003.03.006
[5] 王兆湖, 王建民, 高振山, 等. 叠前自适应F-X域相干噪音衰减技术及应用[J]. 地球物理学进展, 2013, 28(5):2605-2610 doi: 10.6038/pg20130540
WANG Zhaohu, WANG Jianmin, GAO Zhenshan, et al. Pre-stack self-adapting F-X domain coherent noise attenuation technique and application [J]. Progress in geophysics, 2013, 28(5): 2605-2610. doi: 10.6038/pg20130540
[6] 刘俊, 吴淑玉, 施剑. 南黄海地震资料叠前去噪技术应用[J]. 海洋地质与第四纪地质, 2015, 35(6):165-173
LIU Jun, WU Shuyu, SHI Jian. Application of pre-stack noise suppression technique in the South Yellow Sea [J]. Marine Geology & Quaternary Geology, 2015, 35(6): 165-173.
[7] 夏洪瑞, 葛川庆, 彭涛. 小波时空变阈值去噪方法在可控震源资料处理中的应用[J]. 石油地球物理勘探, 2010, 45(1):23-27
XIA Hongrui, GE Chuanqing, PENG Tao. Application of wavelet time-space-varying threshold denoising method in vibroseis seismic data processing [J]. Oil Geophysical Prospecting, 2010, 45(1): 23-27.
[8] 刘洋, FOMEL S, 刘财, 等. 高阶Seislet变换及其在随机噪声消除中的应用[J]. 地球物理学报, 2009, 52(8):2142-2151 doi: 10.3969/j.issn.0001-5733.2009.08.024
LIU Yang, FOMEL S, LIU Cai, et al. High-order Seislet transform and its application of random noise attenuation [J]. Chinese Journal of Geophysics, 2009, 52(8): 2142-2151. doi: 10.3969/j.issn.0001-5733.2009.08.024
[9] 刘伟, 曹思远, 王征, 等. 基于贝叶斯阈值估计的曲波域自适应随机噪声衰减[J]. 石油物探, 2013, 52(2):115-120 doi: 10.3969/j.issn.1000-1441.2013.02.001
LIU Wei, CAO Siyuan, WANG Zheng, et al. The self-adaptive random noise attenuation in curvelet domain based on Bayes estimation [J]. Geophysical Prospecting for Petroleum, 2013, 52(2): 115-120. doi: 10.3969/j.issn.1000-1441.2013.02.001
[10] 赵翠霞, 王雨洁, 许卫华, 等. 胜利西部探区的几项适用处理技术[J]. 石油地球物理勘探, 2018, 53(S1):36-42
ZHAO Cuixia, WANG Yujie, XU Weihua, et al. Some distinctive processing techniques applied in Shengli Oilfield western exploration area [J]. Oil Geophysical Prospecting, 2018, 53(S1): 36-42.
[11] 曹静杰, 杨志权, 杨勇, 等. 一种基于曲波变换的自适应地震随机噪声消除方法[J]. 石油物探, 2018, 57(1):72-78, 121 doi: 10.3969/j.issn.1000-1441.2018.01.010
CAO Jingjie, YANG Zhiquan, YANG Yong, et al. An adaptive seismic random noise elimination method based on Curvelet transform [J]. Geophysical Prospecting for Petroleum, 2018, 57(1): 72-78, 121. doi: 10.3969/j.issn.1000-1441.2018.01.010
[12] 张力起, 张猛, 王华忠, 等. 高维地震数据Wiener中心滤波方法[J]. 石油物探, 2019, 58(3):325-334 doi: 10.3969/j.issn.1000-1441.2019.03.002
ZHANG Liqi, ZHANG Meng, WANG Huazhong, et al. Centralized Wiener filtering for high-dimensional seismic data [J]. Geophysical Prospecting for Petroleum, 2019, 58(3): 325-334. doi: 10.3969/j.issn.1000-1441.2019.03.002
[13] 陈超群, 田媛媛, 高秦, 等. 基于随机函数数据重构的分频异常振幅衰减技术在巨厚黄土塬区的应用[J]. 石油物探, 2019, 58(5):741-749 doi: 10.3969/j.issn.1000-1441.2019.05.013
CHEN Chaoqun, TIAN Yuanyuan, GAO Qin, et al. Frequency-division abnormal amplitude attenuation after data reconstruction based on random function and its application in the very thick loess tableland area, Ordos Basin [J]. Geophysical Prospecting for Petroleum, 2019, 58(5): 741-749. doi: 10.3969/j.issn.1000-1441.2019.05.013
[14] 许自强, 李添才, 万欢, 等. 三维深水崎岖海底区低信噪比地震资料处理策略[J]. 勘探地球物理进展, 2010, 33(2):99-106
XU Ziqiang, LI Tiancai, WAN Huan, et al. Processing of low S/N 3-D seismic data from deep water bumpy sea bottom area [J]. Progress in Exploration Geophysics, 2010, 33(2): 99-106.
[15] 王卫华. 利用中值相关滤波预测相干信号[J]. 石油地球物理勘探, 2000, 35(3):273-282 doi: 10.3321/j.issn:1000-7210.2000.03.001
WANG Weihua. Coherent signal prediction using mid-value correlative filtering [J]. Oil Geophysical Prospecting, 2000, 35(3): 273-282. doi: 10.3321/j.issn:1000-7210.2000.03.001
[16] 夏洪瑞, 陈德刚, 周开明, 等. 中值约束下的矢量分解去噪[J]. 石油物探, 2001, 40(3):29-33 doi: 10.3969/j.issn.1000-1441.2001.03.005
XIA Hongrui, CHEN Degang, ZHOU Kaiming, et al. Noise elimination with median-constrained vector resolution [J]. Geophysical Prospecting for Petroleum, 2001, 40(3): 29-33. doi: 10.3969/j.issn.1000-1441.2001.03.005
[17] 李来林, 魏大力. LIFT去噪方法在地震资料处理中的应用[J]. 石油物探, 2007, 46(2):193-195 doi: 10.3969/j.issn.1000-1441.2007.02.018
LI Lailin, WEI Dali. Application of LIFT de-noise method in seismic data processing [J]. Geophysical Prospecting for Petroleum, 2007, 46(2): 193-195. doi: 10.3969/j.issn.1000-1441.2007.02.018
[18] 杨宁, 贺振华, 黄德济. 基于系数相关性阈值的波原子域叠前地震资料信噪分离方法[J]. 石油地球物理勘探, 2011, 46(1):53-57
YANG Ning, HE Zhenhua, HUANG Deji. Signal and noise separation method for pre-stack seismic data in wave atomic domain based on coefficient correlation threshold [J]. Oil Geophysical Prospecting, 2011, 46(1): 53-57.
[19] 蒋立, 范旭, 刘宏杰, 等. 改进的矢量分解法压噪研究[C]//中国地球物理学会第二十八届年会. 北京: 中国科学技术大学出版社, 2012: 387-388.
JIANG Li, FAN Xu, LIU Hongjie, et al. Study on improved vector resolution denoising method[C]//The Chinese Geophysics. Beijing: China University of science and Technology Press, 2012: 387-388.
[20] 聂爱兰, 智敏, 张宪旭, 等. 基于倾角中值滤波法的浅层反射地震叠前信噪分离技术[J]. 中国煤炭地质, 2012, 24(2):56-60 doi: 10.3969/j.issn.1674-1803.2012.02.15
NIE Ailan, ZHI Min, ZHANG Xianxu, et al. Shallow reflection seismic Prestack noise separation technology based on dip median filtering method [J]. Coal Geology of China, 2012, 24(2): 56-60. doi: 10.3969/j.issn.1674-1803.2012.02.15
[21] 袁恩辉, 陈凤来, 齐志斌, 等. 奇异值分解在去除特殊干扰波中的研究与应用[J]. 非常规油气, 2015, 2(5):20-25 doi: 10.3969/j.issn.2095-8471.2015.05.004
YUAN Enhui, CHEN Fenglai, QI Zhibin, et al. Research and application of SVD in separation of special interference wave [J]. Unconventional Oil & Gas, 2015, 2(5): 20-25. doi: 10.3969/j.issn.2095-8471.2015.05.004
[22] 徐云霞, 文鹏飞, 张宝金, 等. 琼东南海域OBS纵波资料成像处理关键技术[J]. 海洋地质与第四纪地质, 2018, 38(5):185-192
XU Yyunxia, WEN Pengfei, ZHANG Baojin, et al. The key technique of OBS p-wave imaging processing in Qiongdongnan area [J]. Marine Geology & Quaternary Geology, 2018, 38(5): 185-192.
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