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基于Savitzky-Golay算法的地磁去扰研究 被引量:2
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作者 张明东 曹颖 +2 位作者 吴博洋 刘长生 张长轩 《微波学报》 CSCD 北大核心 2018年第A02期474-476,共3页
近年来,随着社会经济的不断发展,城市轨道交通建设如火如荼,其产生的电磁噪声,对地磁数据产生了很大的影响。因此,有效地去除轨道交通的电磁信号干扰,是地震地磁学面临的重大问题。本文将Savitzky-Golay算法引入地磁数据的有关处理,将... 近年来,随着社会经济的不断发展,城市轨道交通建设如火如荼,其产生的电磁噪声,对地磁数据产生了很大的影响。因此,有效地去除轨道交通的电磁信号干扰,是地震地磁学面临的重大问题。本文将Savitzky-Golay算法引入地磁数据的有关处理,将除噪处理结果与不受干扰的数据进行比对,通过分析相关系数和标准误差,确定最优窗宽与多项式阶数。结果表明,在Savitzky-Golay算法取2阶1169窗宽时,去噪效果最好,该方法在地磁数据处理中有着很好的应用前景。 展开更多
关键词 Savitzky-Golay算法 地磁去扰 秒数据处理 标准误差 相关系数
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Power-line interference suppression of MT data based on frequency domain sparse decomposition 被引量:8
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作者 TANG Jing-tian LI Guang +3 位作者 ZHOU Cong LI Jin LIU Xiao-qiong ZHU Hui-jie 《Journal of Central South University》 SCIE EI CAS CSCD 2018年第9期2150-2163,共14页
Power-line interference is one of the most common noises in magnetotelluric(MT)data.It usually causes distortion at the fundamental frequency and its odd harmonics,and may also affect other frequency bands.Although tr... Power-line interference is one of the most common noises in magnetotelluric(MT)data.It usually causes distortion at the fundamental frequency and its odd harmonics,and may also affect other frequency bands.Although trap circuits are designed to suppress such noise in most of the modern acquisition devices,strong interferences are still found in MT data,and the power-line interference will fluctuate with the changing of load current.The fixed trap circuits often fail to deal with it.This paper proposes an alternative scheme for power-line interference removal based on frequency-domain sparse decomposition.Firstly,the fast Fourier transform of the acquired MT signal is performed.Subsequently,a redundant dictionary is designed to match with the power-line interference which is insensitive to the useful signal.Power-line interference is separated by using the dictionary and a signal reconstruction algorithm of compressive sensing called improved orthogonal matching pursuit(IOMP).Finally,the frequency domain data are switched back to the time domain by the inverse fast Fourier transform.Simulation experiments and real data examples from Lu-Zong ore district illustrate that this scheme can effectively suppress the power-line interference and significantly improve data quality.Compared with time domain sparse decomposition,this scheme takes less time consumption and acquires better results. 展开更多
关键词 sparse representation magnetotelluric signal processing power-line noise improved orthogonal matching pursuit redundant dictionary
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