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Erschienen in: Electrical Engineering 6/2022

04.09.2022 | Original Paper

Three-phase inverters open-circuit faults diagnosis using an enhanced variational mode decomposition, wavelet packet analysis, and scalar indicators

verfasst von: Rabah Abdelkader, Bilal Djamal Eddine Chérif, Azeddine Bendiabdellah, Abdelhafid Kaddour

Erschienen in: Electrical Engineering | Ausgabe 6/2022

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Abstract

It is critical to accurately detect IGBT (Insulated Gate Bipolar Transistor) switch faults in order to ensure the reliability and robustness of three-phase inverters. In this work, a new approach for the enhancement of the IGBTs open-circuit faults of a three-phase diagnosis inverter is proposed. This approach is based on an Enhanced version of the Variational Mode Decomposition algorithm (EVMD) combined with wavelet packet analysis (WPA) and scalar indicators such as the average and variance value. Firstly, the three-phase current signals are denoised using an improved version of the denoising technique based on a WPA. Secondly, the denoised current signals are decomposed by EVMD algorithm into Band Limited Intrinsic Mode Functions (BLIMFs). Thirdly, BLIMFs that have the highest correlation coefficients with current signals are selected as useful modes. Fourthly, the variance of the BLIMFs that have the highest correlation coefficient among those selected is calculated in order to detect the faulty phase and, consequently, the faulty arm. Finally, the average of the BLIMF that has the lowest correlation coefficient among those selected for the faulty phase is calculated to localize the fault position in either the upper or the lower IGBTs of the faulty arm. The proposed approach is applied to experimental signals and the results obtained show well the efficiency of the performance of the proposed approach in the diagnosis of open-circuit faults.

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Literatur
2.
Zurück zum Zitat Wu R, Blaabjerg F, Wang H, Liserre M, Iannuzzo F (2013) Catastrophic failure and fault-tolerant design of IGBT power electronic converters-an overview. In: IECON 2013, 39th Annual conference of the IEEE industrial electronics society, Vienna, Australia, 10–13 Nov. 2013 Nov 10, pp. 507–513. DOI: https://doi.org/10.1109/IECON.2013.6699187. Wu R, Blaabjerg F, Wang H, Liserre M, Iannuzzo F (2013) Catastrophic failure and fault-tolerant design of IGBT power electronic converters-an overview. In: IECON 2013, 39th Annual conference of the IEEE industrial electronics society, Vienna, Australia, 10–13 Nov. 2013 Nov 10, pp. 507–513. DOI: https://​doi.​org/​10.​1109/​IECON.​2013.​6699187.
4.
Zurück zum Zitat Wan Z, Lin Q, Qiao F, Zhang Z, Zong Y, Su X (2019) A review of power electronic parametric fault diagnosis methods. In: 4th International conference on intelligent green building and smart grid (IGBSG), Hubei, China, 6–9 Sept. 2019, pp. 448–451. DOI: https://doi.org/10.1109/IGBSG.2019.8886330. Wan Z, Lin Q, Qiao F, Zhang Z, Zong Y, Su X (2019) A review of power electronic parametric fault diagnosis methods. In: 4th International conference on intelligent green building and smart grid (IGBSG), Hubei, China, 6–9 Sept. 2019, pp. 448–451. DOI: https://​doi.​org/​10.​1109/​IGBSG.​2019.​8886330.
5.
Zurück zum Zitat Mendes AM, Cardoso AM, Saraiva ES (1998) Voltage source inverter fault diagnosis in variable speed AC drives, by Park's vector approach. In: Seventh international conference on power electronics and variable speed drives, 21–23 Sept. 1998, pp. 538–543. DOI: https://doi.org/10.1049/cp:19980607 Mendes AM, Cardoso AM, Saraiva ES (1998) Voltage source inverter fault diagnosis in variable speed AC drives, by Park's vector approach. In: Seventh international conference on power electronics and variable speed drives, 21–23 Sept. 1998, pp. 538–543. DOI: https://​doi.​org/​10.​1049/​cp:​19980607
6.
Zurück zum Zitat Rothenhagen K, Fuchs FW (2005) Performance of diagnosis methods for IGBT open circuit faults in three-phase voltage source inverters for AC variable speed drives. In: European conference on power electronics and applications, Dresden, 11–14 Sept. 2005, pp. 7–10DOI: https://doi.org/10.1109/EPE.2005.219426 Rothenhagen K, Fuchs FW (2005) Performance of diagnosis methods for IGBT open circuit faults in three-phase voltage source inverters for AC variable speed drives. In: European conference on power electronics and applications, Dresden, 11–14 Sept. 2005, pp. 7–10DOI: https://​doi.​org/​10.​1109/​EPE.​2005.​219426
8.
9.
Zurück zum Zitat Freire NMA, Estima JO, Marques Cardoso AJ (2011) Multiple open-circuit fault diagnosis in voltage-fed PWM motor drives using the current Park's Vector phase and the currents polarity. In: 8th IEEE Symposium on diagnostics for electrical machines, power electronics and drives, Bologna Italy, 5–8 Sept. 2011, pp.556–561, DOI: https://doi.org/10.1109/DEMPED.2011.6063654. Freire NMA, Estima JO, Marques Cardoso AJ (2011) Multiple open-circuit fault diagnosis in voltage-fed PWM motor drives using the current Park's Vector phase and the currents polarity. In: 8th IEEE Symposium on diagnostics for electrical machines, power electronics and drives, Bologna Italy, 5–8 Sept. 2011, pp.556–561, DOI: https://​doi.​org/​10.​1109/​DEMPED.​2011.​6063654.
13.
Zurück zum Zitat Rekha SN, Jeyanthy PA Devaraj D (2017) Wavelet transform based open-circuit fault diagnosis in the converter used in wind energy systems. In: IEEE International conference on intelligent techniques in control, optimization and signal processing (INCOS), Srivilliputhur India, 23–25 March 2017, DOI: https://doi.org/10.1109/ITCOSP.2017.8303152 Rekha SN, Jeyanthy PA Devaraj D (2017) Wavelet transform based open-circuit fault diagnosis in the converter used in wind energy systems. In: IEEE International conference on intelligent techniques in control, optimization and signal processing (INCOS), Srivilliputhur India, 23–25 March 2017, DOI: https://​doi.​org/​10.​1109/​ITCOSP.​2017.​8303152
14.
Zurück zum Zitat Kurukuru VSB, Haque A, Khan MA (2019) Fault detection in single-phase inverters using wavelet transform-based feature extraction and classification techniques. In: Mishra S, Sood Y, Tomar A (eds) Applications of computing, automation and wireless systems in electrical engineering. Lecture Notes in Electrical Engineering, vol 553. Springer 01 June 2019, Singapore. https://doi.org/10.1007/978-981-13-6772-4_56 Kurukuru VSB, Haque A, Khan MA (2019) Fault detection in single-phase inverters using wavelet transform-based feature extraction and classification techniques. In: Mishra S, Sood Y, Tomar A (eds) Applications of computing, automation and wireless systems in electrical engineering. Lecture Notes in Electrical Engineering, vol 553. Springer 01 June 2019, Singapore. https://​doi.​org/​10.​1007/​978-981-13-6772-4_​56
16.
Zurück zum Zitat Huang Z, Wang Z, Zhang H (2018) Multiple open-circuit fault diagnosis based on multistate data processing and subsection fluctuation analysis for photovoltaic inverter. In: IEEE Transactions on instrumentation and measurement, Vol 67, no 3, March 2018, DOI: https://doi.org/10.1109/TIM.2017.2785078. Huang Z, Wang Z, Zhang H (2018) Multiple open-circuit fault diagnosis based on multistate data processing and subsection fluctuation analysis for photovoltaic inverter. In: IEEE Transactions on instrumentation and measurement, Vol 67, no 3, March 2018, DOI: https://​doi.​org/​10.​1109/​TIM.​2017.​2785078.
20.
Zurück zum Zitat Wu W, Hong-Ling W, Zheng-Min B (2011) Fault diagnosis of three-level inverter based on improved neural networks. In Hu W (eds) Electronics and signal processing. Lecture Notes in Electrical Engineering, vol 97, 2011. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-21697-8_8. Wu W, Hong-Ling W, Zheng-Min B (2011) Fault diagnosis of three-level inverter based on improved neural networks. In Hu W (eds) Electronics and signal processing. Lecture Notes in Electrical Engineering, vol 97, 2011. Springer, Berlin, Heidelberg. https://​doi.​org/​10.​1007/​978-3-642-21697-8_​8.
21.
Zurück zum Zitat Bendiabdellah A, Cherif BJE, Boudinar AH (2018 Diagnosis of an inverter by clark transform technique based on neural network. In: 2018 6th International conference on control engineering and information technology (CEIT), Istanbul, Turkey, 5–27 Oct. 2018, DOI: https://doi.org/10.1109/CEIT.2018.8751940 Bendiabdellah A, Cherif BJE, Boudinar AH (2018 Diagnosis of an inverter by clark transform technique based on neural network. In: 2018 6th International conference on control engineering and information technology (CEIT), Istanbul, Turkey, 5–27 Oct. 2018, DOI: https://​doi.​org/​10.​1109/​CEIT.​2018.​8751940
28.
Zurück zum Zitat Zhang Q, Huang J, Gao YT (2019) Fault diagnosis method and application of power converter based on variational mode decomposition combined with kernel density. In: Chinese automation congress (CAC), Hangzhou, China, China, 22–24 Nov. 2019, pp. 2059–2063. DOI: https://doi.org/10.1109/CAC48633.2019.8996461 Zhang Q, Huang J, Gao YT (2019) Fault diagnosis method and application of power converter based on variational mode decomposition combined with kernel density. In: Chinese automation congress (CAC), Hangzhou, China, China, 22–24 Nov. 2019, pp. 2059–2063. DOI: https://​doi.​org/​10.​1109/​CAC48633.​2019.​8996461
Metadaten
Titel
Three-phase inverters open-circuit faults diagnosis using an enhanced variational mode decomposition, wavelet packet analysis, and scalar indicators
verfasst von
Rabah Abdelkader
Bilal Djamal Eddine Chérif
Azeddine Bendiabdellah
Abdelhafid Kaddour
Publikationsdatum
04.09.2022
Verlag
Springer Berlin Heidelberg
Erschienen in
Electrical Engineering / Ausgabe 6/2022
Print ISSN: 0948-7921
Elektronische ISSN: 1432-0487
DOI
https://doi.org/10.1007/s00202-022-01633-1

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