An Open-Circuit Faults Diagnosis Approach for Three-Phase Inverters Based on an Improved Variational Mode Decomposition, Correlation Coefficients, and Statistical Indicators

被引:26
作者
Abdelkader, Rabah [1 ,2 ]
Cherif, Bilal Djamal Eddine [3 ]
Bendiabdellah, Azeddine [4 ]
Kaddour, Abdelhafid [4 ]
机构
[1] Univ Djilali Bounaama Khemis Miliana, Dept Technol, Fac Sci & Technol, Route Theniet El Had, Ain Defla 44225, Algeria
[2] Res Ctr Ind Technol CRTI, Cheraga 16014, Algeria
[3] Univ Msila, Dept Elect Engn, Msila, Algeria
[4] Univ Sci & Technol Oran Mohamed Boudiaf, Fac Elect Engn, Bir El Djir 31000, Algeria
关键词
Circuit faults; Insulated gate bipolar transistors; Inverters; Fault diagnosis; Correlation coefficient; Legged locomotion; Dispersion; diagnosis; fault; insulated gate bipolar transistor (IGBT); inverter; mean value; open-circuit; variance; variational mode decomposition (VMD); TRANSFORM;
D O I
10.1109/TIM.2022.3149339
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
To ensure the reliability and robustness of the three-phase inverter, it is important to accurately detect the faults of insulated gate bipolar transistor (IGBT) switches. Signal processing is widely used for monitoring and fault diagnosis of the three-phase inverters. The current signals are usually noisy, which can lead to a loss of fault information. This article proposes a new approach for identifying and detecting the IGBTs open-circuit faults of a three-phase inverter. This approach is based on an improved version of the variational mode decomposition (IVMD) technique associated with correlation coefficients and statistical indicators (variance and mean value). First, the IVMD is applied to the three-phase current signals to obtain an elementary function called the band-limited intrinsic mode functions (BLIMFs). Second, the correlation coefficients between the original signals and theirs BLIMFs are used to select the relevant modes. The variances of the modes that have the highest correlation coefficients among those selected are calculated to detect the faulty phase and, therefore, the faulty leg. Finally, the mean value of the mode that has the lowest correlation coefficients among those selected of the faulty phase is calculated to localize the fault position in either the upper or the lower IGBTs of the faulty leg. Different experimental data are used to test the effectiveness of the proposed approach. The results obtained show the merits of the proposed approach for the diagnosis and detection of open-circuit IGBTs compared to the conventional method.
引用
收藏
页数:9
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