CAJ | 학술논문

多电平逆变系统由许多开关器件组成,具有非线性因素,很难建立数学模型来识别故障.针对多电平逆变系统故障的特点,为了实现级联 H-桥多电平逆变系统的故障诊断,提高诊断的精确度和运算速度,提出了一种基于 PCA-SVM 模型的故障诊断策略.分析了故障信号,采用快速傅里叶变换(FFT)实现对故障信号的预处理,主元分析(PCA)提取起主要作用的特征向量,降低噪声,减少训练和测试时间,通过SVM进行训练和测试.实验结果表明,该方法具有很好的故障诊断能力、整体的诊断精度高达98%、计算效率高,满足了级联H-桥多电平系统诊断故障要求.
다전평역변계통유허다개관기건조성,구유비선성인소,흔난건립수학모형래식별고장.침대다전평역변계통고장적특점,위료실현급련 H-교다전평역변계통적고장진단,제고진단적정학도화운산속도,제출료일충기우 PCA-SVM 모형적고장진단책략.분석료고장신호,채용쾌속부리협변환(FFT)실현대고장신호적예처리,주원분석(PCA)제취기주요작용적특정향량,강저조성,감소훈련화측시시간,통과SVM진행훈련화측시.실험결과표명,해방법구유흔호적고장진단능력、정체적진단정도고체98%、계산효솔고,만족료급련H-교다전평계통진단고장요구.
It is difficult to diagnose fault using a mathematical model because MLIS consists of many switch devices and their complexity has a nonlinear factor. For the characteristics of faults of MLIS, in order to realize the cascade H-bridge multilevel inverter system (MLIS) fault diagnosis and improve the accuracy of the fault diagnosis and operation speed, a fault diagnosis strategy based on the model of the PCA-SVM is proposed. This paper firstly analyzes the fault signal and uses the Fast Fourier transform (FFT) technology to realize the preprocessing of the fault signal. Then the main feature vectors are extracted to reduce the influence of the noise, and decrease the training and test time. Finally, it is trained and tested by the model of PCA-SVM. Experimental results show that the diagnosis method has a very good ability and efficiency, and the overall diagnosis accuracy is more than 98%. It meets the cascade H-bridge multilevel inverter system requirements.