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计算机技术22年9期

基于小波阈值的胸腔低频超声信号降噪处理
周英钢,罗浩
(沈阳工业大学 人工智能学院,辽宁 沈阳 110870)

摘  要:采用低频超声胸腔成像技术对实际的人体胸腔进行信号采集时,超声换能器接收到的胸腔信号中会含有大量的噪声干扰,较大地影响了成像效果。因此文章通过 COMSOL 平台建立二维胸腔模型,在接收到的胸腔信号中添加信噪比为 2 dB高斯白噪声作为模拟噪声。通过小波阈值降噪技术对含噪的胸腔信号进行处理,发现 db7 小波基在分解层数为 1 层,阈值准则为 minimaxi,软阈值处理函数时可以有效降噪,提高数据的信噪比。


关键词:低频超声;COMSOL;小波阈值



DOI:10.19850/j.cnki.2096-4706.2022.09.029


中图分类号:TP391                                         文献标识码:A                                 文章编号:2096-4706(2022)09-0114-04


Denoising of Low-frequency Ultrasound Signal in Thoracic Cavity Based on Wavelet Threshold

ZHOU Yinggang, LUO Hao

(School of Artificial Intelligence, Shenyang University of Technology, Shenyang 110870, China)

Abstract: When low-frequency ultrasound thoracic imaging technology is used for signal acquisition of the actual human thoracic cavity, the thoracic cavity signal received by the ultrasound transducer will contain a large amount of noise interference, which greatly affects the imaging effect. Therefore, in this paper, a two-dimensional thoracic cavity model is established by COMSOL platform, and the received thoracic cavity signal is added with 2 dB Gaussian white noise with a signal-to-noise ratio of 2 dB as the analog noise. The noise-containing thoracic cavity signal is processed by wavelet threshold noise reduction technology, and it is found that the db7 wavelet basis can effectively reduce the noise and improve the signal-to-noise ratio of the data when the number of decomposition layers is 1, the threshold criterion is minimaxi, and the soft threshold is used to process the function.

Keywords: low-frequency ultrasound; COMSOL; wavelet threshold


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作者简介:周英钢(1971—),男,汉族,辽宁凌源人,副教授,工学博士,研究方向:低频超声胸腔成像技术、电容层析成像;罗浩(1995—),男,汉族,吉林松原人,硕士在读,研究方向:低频超声胸腔成像技术。