基于PDE的振动信号去噪  被引量:10

Vibration Signal Denoising Based on Partial Differential Equation

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作  者:吴宏钢[1,2,3] 尹爱军[1,2] 秦树人[1,2] 

机构地区:[1]重庆大学机械传动国家重点实验室,重庆400044 [2]重庆大学机械工程学院,重庆400044 [3]重庆通信学院信息工程系,重庆400035

出  处:《机械工程学报》2009年第5期91-94,共4页Journal of Mechanical Engineering

基  金:重庆市自然科学基金(CSTC;2007BB2159);国家自然科学基金(50405009)资助项目

摘  要:通过研究偏微分方程(Partial differential equation,PDE)在图像去噪中的原理和方法,针对传统滤波去噪方法所存在的问题,提出一种基于PDE的机械振动信号去噪方法。详细分析基于Gauss滤波核函数的PDE去噪模型,并推导模型的离散化过程。与传统去噪方法的对比试验表明,该方法可有效消除振动信号中的噪声干扰,同时保持信号的边缘特性和内部连续性,且去噪之后信号畸变少。因PDE方法本身的平滑特性,该方法的去噪效果受PDE演化的迭代次数和振动信号本身的平滑特性因素的影响,对低频振动信号具有更好的去噪效果。By studying on partial differential equation(PDE) with its application in picture denoising, a new kind of method based on PDE is proposed for vibration signal denoising, in view of the shortcomings in the traditional filter denoising method. PDE denoising model based on Gauss core function is analyzed in detail, and its discretization processing of the method is also introduced. Experiments in contrast with the traditional denoising method show that the method can effectively eliminate the noise disturbance, keep the edge property and interior continuity, and also avoid signal distortion after denoising. Because of the smooth property of PDE denoising method, its denoising effect is influenced by PDE iterations series and the smooth property factors of vibration signal, so this method has a better effect for low frequency vibration signal denoising.

关 键 词:偏微分方程 振动信号 去噪 

分 类 号:TN911[电子电信—通信与信息系统]

 

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