噪声与振动控制
譟聲與振動控製
조성여진동공제
NOISE AND VIBRATION CONTROL
2015年
2期
170-174
,共5页
振动与波%混沌信号%EMD%小波分析%连续均方误差
振動與波%混沌信號%EMD%小波分析%連續均方誤差
진동여파%혼돈신호%EMD%소파분석%련속균방오차
vibration and wave%chaos signal%EMD%wavelet analysis%CMSE
针对低信噪比转子振动信号的去噪问题,提出了EMD和小波分析相结合的去噪方法。首先对含噪信号进行EMD处理,利用连续均方误差准则对IMF分量进行高低频区分。然后设定不同的阈值,利用小波分析对高低频IMF分量进行有用信号的提取,将提取的信号和低频IMF分量叠加重构,实现降噪。为了验证所提方法的有效性,进行了数字仿真和转子振动信号降噪分析,结果表明,所提方法整体上优于EMD和小波阈值去噪方法。
針對低信譟比轉子振動信號的去譟問題,提齣瞭EMD和小波分析相結閤的去譟方法。首先對含譟信號進行EMD處理,利用連續均方誤差準則對IMF分量進行高低頻區分。然後設定不同的閾值,利用小波分析對高低頻IMF分量進行有用信號的提取,將提取的信號和低頻IMF分量疊加重構,實現降譟。為瞭驗證所提方法的有效性,進行瞭數字倣真和轉子振動信號降譟分析,結果錶明,所提方法整體上優于EMD和小波閾值去譟方法。
침대저신조비전자진동신호적거조문제,제출료EMD화소파분석상결합적거조방법。수선대함조신호진행EMD처리,이용련속균방오차준칙대IMF분량진행고저빈구분。연후설정불동적역치,이용소파분석대고저빈IMF분량진행유용신호적제취,장제취적신호화저빈IMF분량첩가중구,실현강조。위료험증소제방법적유효성,진행료수자방진화전자진동신호강조분석,결과표명,소제방법정체상우우EMD화소파역치거조방법。
A method based on EMD and wavelet analysis was proposed for denoising of low SNR rotor vibration sig-nals. Firstly, the noise signal was decomposed by EMD, and the IMF components were classified into high-frequency compo-nents and low-frequency components according to consecutive mean square error (CMSE) criterion. Then, different thresh-olds were determined and the useful signals of high and low frequency IMF components were extracted respectively based on the wavelet analysis. The extracted signals were superimposed with the low-frequency IMF components and reconstruct-ed so that the noise of IMF was removed efficiently. Numerical simulation and rotor vibration signal analysis were carried out to evaluate the performance of the proposed method. The results show that the proposed method is better than the individ-ual EMD or wavelet threshold denoising algorithm.