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独立成分分析在随钻地震信号处理中的应用 被引量:7

Application of independent component analysis in seismic while drilling signal processing
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摘要 随钻地震是利用钻头破岩发出的信号作为震源,进行钻头前方地层预测的一门技术。随钻地震记录信噪比低,波场非常复杂,其数据处理的关键是从钻柱顶端加速度传感器的记录中分离出来自钻头的振动信号,作为与地面记录互相关的源函数。本文利用独立成分分析方法对钻柱顶端安装的两个加速度传感器的6个分量进行处理,并利用相应的混合矩阵和波形特征,对各种独立成分来源与特征进行分析。利用得到的独立成分和地表地震记录做相关处理,并从地面记录道中估计出了地滚波、钻具折射波和直达波,提高了处理资料的信噪比。此法表明,独立成分分析方法对于解决随钻地震多种信号的混叠问题和提高随钻地震数据处理的质量非常有效。 Seismic while drilling is a technology in which the signal from the drill bit is regarded as the source,and the geological layers ahead of the drilling bit can be predicted.The signal records from the seismic while drilling have low Signal-to-Noise Ratio,and their wave fields are very complex.The vibration signal separated from the records of the acceleration sensors which is mounted at end of the drillstring is the key in the signal processing as it will be used as the source function for the autocorrelation with the surface seismic records.In this paper by using independent component analysis method 6 component from the 2 acceleration sensors were processed,by utilizing corresponding mixing matrix and waveform characteristics,the source and characteristics of every independent component was analyzed.After autocorrelating the independent component with surface seismic records,the ground roll,drill tool refraction and direct wave were estimated,and the SN Ratio was raised.The studies show that the independent component analysis method is an effective tool in solving the multi-signal overlap problem in seismic while drilling,it is a promising method to improve the data quality in seismic data processing.
出处 《石油地球物理勘探》 EI CSCD 北大核心 2010年第1期15-22,共8页 Oil Geophysical Prospecting
基金 国家"863"计划资助项目(2006AA06A108)资助
关键词 独立成分分析方法 地震信号处理 随钻地震 加速度传感器 地震数据处理 应用 地震记录 波形特征 seismic while drilling,reference signal,independent component analysis,signal processing
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