输气管道泄漏音波与干扰信号特征提取
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摘要
在总结分析音波泄漏检测特征量提取方法的基础上,利用高压泄漏检测实验装置,分别采集泄漏及各种干扰音波信号,对其进行时域、频域及时频域结合的综合分析,并提取时域、频域及时频域结合的特征量。时域特征量主要有均值、均方根值、峰度、偏度、相关函数及协方差函数,频域特征量主要信号的频谱分析和功率谱密度估计分析,时频联合分析采用短时傅里叶变换来实现。分析结果显示,整体峰度可以用来区分泄漏及干扰信号,信号均值和相关函数、协方差函数可以作为敲击信号的特征,信号波形和均方根值可将压缩机信号区分出来,信号偏度、相关函数及协方差函数可以作为阀门动作的特征量,并且结合频域及时频域特征,可以排除各种外界干扰影响,从而降低音波泄漏检测的误报率。
When acoustic method was used to leak detection,external interference(operation of compressor and valve,pipeline knocking,etc.) should be distinguished with acoustic leak signals to improve the accuracy of leak detection and reduce false alarm.The technologies of extracting wave characteristics were summarized.The acoustic leak signals and interfering signals were gathered by a high pressure and long distance leak test loop to analyze characteristics of time domain,frequency domain and time-frequency domain.The main characteristics of time domain were mean value,root mean square value,kurtosis,skewness and correlation function,etc.Frequency spectrum analysis and power spectrum density were adopted to analyze the feature of frequency domain,while short time Fourier transform was used to process time-frequency analysis.The results show that the external interference can be removed effectively by the characteristics of time domain,frequency domain and time-frequency domain.
引文
[1]孟令雅,李玉星,宋立群,等.输气管道泄漏音波传播特性及监测定位[J].天然气工业,2010,30(11):74-79.
    [2]叶迎春,张来斌,梁伟.天然气管道泄漏音波序列局部投影降噪研究[J].中国石油大学学报:自然科学版,2010,34(1):118-124.
    [3]万洪杰,孙凌云,张兴武.DOLPHIN智能音波管道泄漏监测系统[J].自动化博览,2009(3):87-90.
    [4]Yang Bao-Wen,Recance Marion.Method and apparatus for pattern match filtering for real time acoustic pipeline leak detection and location:US,6389881B1[P].2002-05-21.
    [5]王大凯,彭进业.小波分析及其在信号处理中的应用[M].北京:电子工业出版社,2006:24-27.
    [6]陈勇,关晶.基于混合波形特征的原油管道泄漏检测系统设计[J].石油化工高等学校学报,2011,24(1):89-92.
    [7]梁伟,张来斌,王朝晖.基于数据挖掘的负压波特征参数优化方法[J].石油机械,2008,36(12):38-42.
    [8]李正周.MATLAB数字信号处理与应用[M].北京:清华大学出版社,2008:204-214.
    [9]Fernando Velasco,Surendra P V.Importance of skewness and kurtosis statistical tests for outlier detection and elimination in evaluation of geochemical reference materials[J].Mathematical geology,1998,30(1):109-128.
    [10]朱明武,李永新,卜雄洙.测试信号处理与分析[M].北京:北京航空航天大学出版社,2006.
    [11]Burgess J C.The FFT and tone identification[M].[S.L.]:Handbook of signal processing in acoustics,2009:53-64.
    [12]张峰,石现峰,张学智.Welch功率谱估计算法仿真及分析[J].西安工业大学学报,2009,29(4):353-356.
    [13]赵淑红.短时傅里叶变换与Wigner-Ville分布联合确定地震信号瞬间频率[J].西安科技大学学报,2010,30(4):447-450.
    [14]李玉星,唐建峰,王武昌.输气管道声波泄漏监测试验装置的设计与构建[J].实验技术与管理,2010,27(8):63-67.

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