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联合小波和NLM滤波的侧扫声纳回波信号降噪
引用本文:王磊,金绍华,崔杨,边刚,魏源.联合小波和NLM滤波的侧扫声纳回波信号降噪[J].海洋测绘,2021(3):69-73.
作者姓名:王磊  金绍华  崔杨  边刚  魏源
作者单位:海军大连舰艇学院 军事海洋与测绘系,辽宁 大连 116018 ;92763 部队,辽宁 大连 116041;海军大连舰艇学院 军事海洋与测绘系,辽宁 大连 116018 ;91937 部队,浙江 舟山 316002
基金项目:国家自然科学基金(41876103)
摘    要:为进一步降低侧扫声纳回波信号中非高斯分布的乘性噪声,获取更佳效果的侧扫声纳图像,提出了一种利用小波和NLM(nonlocal means)滤波的组合降噪方法。首先采用同态变换将侧扫声纳回波ping信号中的乘性噪声转换为加性噪声,然后利用小波阈值和NLM滤波对侧扫声纳每ping回波数据实施降噪处理,最后经过小波反变换和指数变换获取降噪后信号和图像。仿真实验和实测数据验证结果表明,该方法适用于侧扫声纳回波信号处理,可以获取较好的图像降噪效果。

关 键 词:侧扫声纳  乘性噪声  同态变换  小波阈值降噪  NLM滤波

Denoising method combining wavelet threshold transformation and NLM filtering for side-scan sonar signal
WANG Lei,JIN Shaohu,CUI Yang,BIAN Gang,WEI Yuan.Denoising method combining wavelet threshold transformation and NLM filtering for side-scan sonar signal[J].Hydrographic Surveying and Charting,2021(3):69-73.
Authors:WANG Lei  JIN Shaohu  CUI Yang  BIAN Gang  WEI Yuan
Abstract:In order to reduce the non-gaussian multiplicative noise of side-scan sonar echo signal further and obtain better side-scan sonar images,a combined denoising method using wavelet threshold denoising and Nonlocal Means Filtering (NLM) is proposed in this paper. First,we convert the multiplicative noise in the side-scan sonar echo ping signal to additive noise with homomorphic filtering method. Second,we apply wavelet threshold transformation and NLM filtering method to process the single ping echo data of the side-scan sonar.The last,we obtain the denoised signal and image with the inverse wavelet transform and exponential transform.The simulation experiment and the measured data experiment show that the method of this paper is suitable for side-scan sonar echo signal processing, which can obtain better image denoising effect.
Keywords:
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