基于改进VMD和TWSVM的多点泄漏检测方法  

Multi-point leak detection method based on improved VMD and TWSVM

作　　者：郎宪明[1,2,3] 王佳政 曹江涛 李平[1] 蔡再洪[4] LANG Xianming;WANG Jiazheng;CAO Jiangtao;LI Ping;CAI Zaihong(School of Information and Control Engineering,Liaoning Shihua University,Fushun 113001,China;College of Information Science and Engineering,Northeastern University,Shenyang 110819,China;Shenyang Instrumentation Science Research Institute Co.,Ltd.,Shenyang 110043,China;Beijing Haifulun Technology Co.,Ltd.,Beijing 100000,China)

机构地区：[1]辽宁石油化工大学信息与控制工程学院,辽宁抚顺113001 [2]东北大学信息科学与工程学院,沈阳110819 [3]沈阳仪表科学研究院有限公司,沈阳110043 [4]北京海福润科技有限公司,北京100000

出　　处：《振动与冲击》2021年第17期271-278,共8页Journal of Vibration and Shock

基　　金：国家自然科学基金项目(61673199);辽宁省博士科研启动基金计划项目(2019-BS-158);辽宁石油化工大学引进人才科研启动基金资助(No.2019XHHL-008)。

摘　　要：针对管道同时发生多点泄漏时,各个泄漏点的声波信号相互叠加,影响泄漏声波传播规律,不能有效检测多点泄漏的问题,提出一种基于改进变分模态分解(variational mode decomposing,VMD)和双支持向量机(twin support vector machine,TWSVM)的多点泄漏检测方法。由于VMD的分解模态个数影响多点泄漏特征提取的效果,采用误差能量函数自适应选取VMD分解本征模态函数个数;将多点泄漏声波信号经改进VMD消噪并进行多点泄漏声波信号特征值提取,组成特征向量;将特征向量作为TWSVM的输入,进行多点泄漏识别。结果表明,所提出的多点泄漏检测方法能有效检测多点泄漏,多点泄漏检测准确率达到98.4%。Here,aiming at the problem of acoustic wave signals of various leakage points overlapping with each other during multi-point leakage in pipeline simultaneously occurring to affect the propagation law of leakage acoustic wave and be unable to effectively detect multi-point leakage,a multi-point leakage detection method based on improved variational mode decomposition(VMD)and twin support vector machine(TWSVM)was proposed.Due to the number of decomposition modes of VMD affecting the effect of multi-point leakage feature extraction,the number of intrinsic mode functions of VMD was adaptively selected by using the error energy function,and thus VMD was improved.Then,the multi-point leakage’s acoustic wave signals were denoised with the improved VMD,and their feature values were extracted to form feature vectors.Finally,feature vectors were taken as the input of TWSVM,and TWSVM was used to do multi-point leakage recognition.The field test results showed that the proposed multi-point leakage detection method can be used to effectively detect multi-point leakage,and its detection accuracy reaches 98.4%.

关 键 词：多点泄漏 变分模态分解 双支持向量机 误差能量函数 

分 类 号：TP391[自动化与计算机技术—计算机应用技术]