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三电平有源电力滤波器IGBT开路故障诊断方法研究
引用本文:丁铭真,孙曙光. 三电平有源电力滤波器IGBT开路故障诊断方法研究[J]. 电测与仪表, 2018, 55(3): 109-115
作者姓名:丁铭真  孙曙光
作者单位:河北工业大学控制科学与工程学院,天津,300130
基金项目:河北省教育厅资助科研项目(ZD2016108),河北工业大学博士科研启动费资助项目
摘    要:针对三电平中点钳位式(Neutral Point Clamped,NPC)有源电力滤波器(Active Power Filter,APF)中功率器件IGBT开路故障的诊断问题,提出采用小波包分析故障信号,提取各频段能量系数作为故障特征,并利用网格搜索支持向量机(Support Vector Machine,SVM)进行分类的诊断方法。将所提方法应用于三个测试点进行测试,分别为逆变输出侧三相补偿电流、直流侧电容电压、电源侧三相电流,然后针对各信号的特点完成故障特征提取与故障类型识别,最后在谐波源三相整流桥触发角变化时进行了适应性实验,结果表明所提出的方法可分别基于三个测试点实现故障诊断,并且基于直流侧电容电压的测量方式对谐波源变化有良好的适应性。

关 键 词:三电平有源电力滤波器  开路故障诊断  IGBT  小波包  网格搜索  支持向量机  three-level APF  fault diagnosis of open-circuit  IGBT  wavelet packet  grid search  SVM
收稿时间:2017-03-13
修稿时间:2017-03-13

Study on open - circuit fault diagnosis of three-level active power filter
Ding Mingzhen and SUN Shuguang. Study on open - circuit fault diagnosis of three-level active power filter[J]. Electrical Measurement & Instrumentation, 2018, 55(3): 109-115
Authors:Ding Mingzhen and SUN Shuguang
Affiliation:Hebei University of Technology and Hebei University of Technology
Abstract:Aiming at the problem of open-circuit fault diagnosis of IGBT in three-level neutral point clamped active power filter,this paper presents a diagnosis method which adopts wavelet packet to analyze fault signal,extract the energy coefficient of each frequency band as the fault feature,and use the grid search support vector machine (SVM)to classify the fault type.The proposed method is applied to three test points respectively,and the test points are the inverter output side of the three-phase compensation current,DC-side capacitor voltage,power supply side of the three-phase current.Then,the fault feature extraction and fault type recognition are completed according to the characteristics of each signal.Finally,the adaptive experiment is carried out when the triggering angle of the three-phase rectifier bridge alternates.The results show that the proposed method can realize fault diagnosis based on three test points respectively,and the measurement method based on the DC side capacitor voltage has good adaptability to the alternation of the harmonic source.
Keywords:three-level APF   fault diagnosis of open-circuit fault   IGBT   wavelet packet   grid Search   SVM
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