冯新宇, 付志伟, 柴侨峥, 李亚妮, 刘晓磊. 基于FRWWT算法的电力设备红外图像去噪[J]. 黑龙江电力, 2024, 46(1): 65-69,76. DOI: 10.13625/j.cnki.hljep.2024.01.012
引用本文: 冯新宇, 付志伟, 柴侨峥, 李亚妮, 刘晓磊. 基于FRWWT算法的电力设备红外图像去噪[J]. 黑龙江电力, 2024, 46(1): 65-69,76. DOI: 10.13625/j.cnki.hljep.2024.01.012
FENG Xin-yu, FU Zhi-wei, CHAI Qiao-zheng, LI Ya-ni, LIU Xiao-lei. Research on infrared image denoising of power equipment based on fractional weighted wavelet[J]. Heilongjiang Electric Power, 2024, 46(1): 65-69,76. DOI: 10.13625/j.cnki.hljep.2024.01.012
Citation: FENG Xin-yu, FU Zhi-wei, CHAI Qiao-zheng, LI Ya-ni, LIU Xiao-lei. Research on infrared image denoising of power equipment based on fractional weighted wavelet[J]. Heilongjiang Electric Power, 2024, 46(1): 65-69,76. DOI: 10.13625/j.cnki.hljep.2024.01.012

基于FRWWT算法的电力设备红外图像去噪

Research on infrared image denoising of power equipment based on fractional weighted wavelet

  • 摘要: 针对红外电力设备巡检系统中的红外图像具有较强噪声的问题,提出一种基于分数阶加权小波变换(fractional weighted wavelet transform, FRWWT)的红外图像去噪算法。该算法通过细分方案构建一种具有更好消失矩、紧支撑性、衰减性的加权小波作为分数阶小波变换的基函数,对电力设备的红外图像进行多尺度分解,利用阈值处理去除系数中的噪声分量得到估计分数阶小波系数,对系数进行重构,得到去除噪声后的图像。试验结果表明,该算法比加权中值滤波、分数阶小波阈值和均值滤波具有更好的去噪效果和实用价值。

     

    Abstract: A fractional weighted wavelet transform(FRWWT) based infrared image denoising algorithm is proposed for the problem that infrared images of power equipment in infrared power equipment inspection system have strong noise. This algorithm constructs a weighted wavelet with better disappearance moment, tight support and decay as the basis function of fractional order wavelet transform through subdivision scheme. The infrared image of power equipment is decomposed in multiple scales, and the fractional wavelet coefficient is estimated by using the noise component in the removal coefficient by threshold value processing, and the coefficient is reconstructed to obtain the image after noise removal. The experimental results show that the proposed algorithm has better denoising effect and practical value than weighted median filter, fractional wavelet threshold filter and mean filter.

     

/

返回文章
返回