| 基于小波包变换的EMD算法在超声信号处理中的应用 |
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| 引用本文： | 张永宏,许学明. 基于小波包变换的EMD算法在超声信号处理中的应用[J]. 南京气象学院学报, 2012, 4(5): 442-446 |
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| 作者姓名： | 张永宏 许学明 |
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| 作者单位： | 南京信息工程大学 信息与控制学院,南京,210044;南京信息工程大学 信息与控制学院,南京,210044 |
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| 基金项目： | 江苏省"六大人才"高峰资助项目(JXQC-139-132);教育部留学回国人员启动基金(2010609) |
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| 摘 要： | 提出基于小波包变换的EMD算法,并将其应用于超声回波信号去噪.对于采用EMD分解含高斯白噪声的超声缺陷信号存在模态混叠的问题,首先用小波包变换对信号作预处理,再对信号进行EMD分解,最后重构出有用的缺陷信号.实验结果表明:该方法不仅具有很好的消噪效果,而且重构的缺陷信号的波形失真度小,有利于对信号做进一步的定量分析.
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| 关 键 词： | 经验模态分解 固有模态函数 小波包 超声信号消噪 |
| 收稿时间： | 2011-05-19 |
Application of wavelet packet-based EMD algorithm in ultrasonic echo signal de-noising |
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| ZHANG Yonghong and XU Xueming. Application of wavelet packet-based EMD algorithm in ultrasonic echo signal de-noising[J]. Journal of Nanjing Institute of Meteorology, 2012, 4(5): 442-446 |
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| Authors: | ZHANG Yonghong and XU Xueming |
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| Affiliation: | School of Information and Cybernetics,Nanjing University of Information Science & Technology,Nanjing 210044;School of Information and Cybernetics,Nanjing University of Information Science & Technology,Nanjing 210044 |
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| Abstract: | In this paper,an EMD (Empirical Mode Decomposition) algorithm based on wavelet packet transform is proposed and applied to ultrasonic echo signal de-noising.For the problem of mode mixing caused by the EMD decomposition of ultrasonic flaw signals with Gauss white noise,wavelet packet transform is applied to preprocess ultrasonic echo signal,and followed by EMD decomposition,finally the useful defect signal is reconstructed.The experimental results show that,this method has good de-noising effect with small waveform distortion of reconstruction defect signal.It is conducive to the further quantitative analysis of ultrasonic echo signal. |
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| Keywords: | empirical mode decomposition intrinsic mode decomposition wavelet packet ultrasonic echo signal de-noising |
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