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A local binary patterns/variance operator based on guided filtering for seismic fault detection

机译:基于引导滤波的局部二进制模式/方差运算符进行地震故障检测

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摘要

Aiming at suppressing noise interference, improving the fault detection ability of seismic data, fully excavating the effective information in seismic data, and further improving the accuracy of fault detection, this study proposes a seismic fault detection method that combines the local binary pattern/variance (LBP/VAR) operator with guided filtering. The proposed method combines the advantages of LBP/VAR and guided filtering to remove noise from seismic data, and can simultaneously smooth the data and preserve linear features. When compared with several existing methods (coherent operator, LBP/VAR operator, LBP/VAR operator based on median filtering, and Canny operator based on guided filtering), the proposed method exhibits a better SNR, a better ability to identify small faults, and robustness to noise. This novel algorithm can control the balance between noise attenuation and effective signal preservation as well as effectively detect faults in seismic data. Therefore, the proposed method effectively improves the fault identification accuracy, facilitates the gas-bearing analysis of the structure, provides guidance for the actual well location deployment of the project, and has important practical significance for oil and gas exploration and development.
机译:旨在抑制噪声干扰,提高地震数据的故障检测能力,完全挖掘地震数据中的有效信息,进一步提高了故障检测的准确性,本研究提出了一种结合局部二进制模式/方差的地震故障检测方法( LBP / var)具有引导滤波的操作员。该提出的方法结合了LBP / VAR和引导滤波的优点,以消除来自地震数据的噪声,并且可以同时平滑数据并保持线性特征。与若干现有方法(基于中值滤波的相干操作员,LBP / VAR操作员,LBP / VAR操作员和基于引导滤波的Canny Operator)进行比较时,所提出的方法表现出更好的SNR,更好地识别小故障的能力,对噪音的鲁棒性。这种新颖算法可以控制噪声衰减和有效信号保存之间的平衡,从而有效地检测地震数据中的故障。因此,所提出的方法有效地提高了故障识别精度,便于结构的含气体分析,为项目的实际井位置部署提供了指导,对石油和天然气勘探和发展具有重要的实际意义。

著录项

  • 来源
    《SN Applied Sciences》 |2021年第12期|869.1-869.10|共10页
  • 作者

    Tian Renfei; Lei Xue; Ouyang Min;

  • 作者单位

    State Key Lab Nat Gas Hydrate Beijing 100028 Peoples R China|Chengdu Univ Technol Coll Geophys Chengdu 610059 Peoples R China;

    State Key Lab Nat Gas Hydrate Beijing 100028 Peoples R China;

    State Key Lab Nat Gas Hydrate Beijing 100028 Peoples R China|China Natl Offshore Oil Corp Zhanjiang Branch Zhanjiang 524057 Peoples R China;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Edge detection; Fault detection; Guided filtering; LBP; VAR;

    机译:边缘检测;故障检测;引导过滤;LBP;var;

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