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地震数据处理中的信号建模与噪声压制方法理论探讨

葛大明 项健

石油物探2025,Vol.64Issue(2):280-292,13.
石油物探2025,Vol.64Issue(2):280-292,13.DOI:10.12431/issn.1000-1441.2024.0030

地震数据处理中的信号建模与噪声压制方法理论探讨

Theoretical discussion on signal modeling and noise suppression in seismic data processing

葛大明 1项健2

作者信息

  • 1. 中国石油化工股份有限公司胜利油田分公司物探研究院,山东 东营 257022
  • 2. 波现象与智能反演成像研究组(WPI),同济大学海洋与地球科学学院,上海 200092
  • 折叠

摘要

Abstract

Noises in land seismic data,which can be classified into linear and nonlinear coherent noises,incoherent noises,and random noises,may come from near-surface formations,externally sourced wavefield,and other sources.The basic idea of noise suppression is to establish a model to predict signals or coherent noises and then remove coherent,random,and incoherent noises from seismic data.Some high-precision imaging methods,such as full waveform inversion and least-squares reverse time migration,should be accomplished using seismic data with high signal to noise ratios.This paper presents an overview of denoising theories and techniques,and develops a conceptual model of seismic data to show that signals or coherent noises with linear and/or nonlinear structures float in random noises that satisfy a certain probability distribution.Based on the conceptual model,various denoising methods are discussed,including AR model predictor,linear Radon transform,K-L transform,and Hankel matrix for the prediction of linear signals or coherent noises and Radon transform and polynomial fitting for the prediction of nonlinear(hyperbolic)signals or coherent noises.The fundamental point of denoising is optimal signal modeling,which is the basic idea for most denoising methods in commercial processing systems.The comparative analysis in this paper provides further insights on denoising theories to improve the effect of data processing.

关键词

地震数据处理/线性及非线性地震信号及相干噪声/不相干噪声及随机噪声/信号建模/噪声压制

Key words

seismic data processing/linear and nonlinear seismic signal and coherent noise/incoherent noise and random noise/signal modeling/noise suppression

分类

天文与地球科学

引用本文复制引用

葛大明,项健..地震数据处理中的信号建模与噪声压制方法理论探讨[J].石油物探,2025,64(2):280-292,13.

石油物探

OA北大核心

1000-1441

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