Skip to main content
Top
Published in: Electrical Engineering 3/2023

07-03-2023 | Original Paper

Cross-correlation based fault electromagnetic signature extraction for open-circuit fault diagnosis in NPC inverters

Authors: Cheikhna Mahfoudh Ahmed Taleb, Jaleleddine Ben Hadj Slama, Othman Nasri, Mamoudou Ndongo

Published in: Electrical Engineering | Issue 3/2023

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

Power MOSFETs are ubiquitously present in the structure of static power converters. The high switching frequency, power MOSFETs are subject to, along with the different inductive and capacitive parasitic elements unavoidably present in the structure of the electric circuits leads to the emission of undesirable Electromagnetic Interferences (EMI). Despite being harmful, the emitted EMIs are rich in information regarding the state of the emitting agent. Recent works have relied on the electromagnetic signature for open-circuit fault detection. However efficient, these methods usually relied on computationally heavy signal processing tools for fault signature extraction. In this work, however, we propose a cross-correlation-based EMI analysis to extract open-circuit switch faults signatures in a three-level NPC inverter. This method is more efficient and it results in a faster diagnosis time. The cross-correlations between the different intervals of the conducted EMI where each MOSFET pair is solicited are modeled in the healthy case. A change in the similarities between intervals, measured by the cross-correlations, is indicative of an unusual situation. The efficiency of the proposed fault diagnosis strategy is validated through various simulation and experimental results.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literature
1.
go back to reference Gupta KK, Ranjan A, Bhatnagar P, Sahu LK, Jain S (2016) Multilevel inverter topologies with reduced device count: a review. IEEE Trans Power Electron 31(1):135–151CrossRef Gupta KK, Ranjan A, Bhatnagar P, Sahu LK, Jain S (2016) Multilevel inverter topologies with reduced device count: a review. IEEE Trans Power Electron 31(1):135–151CrossRef
2.
go back to reference Blaabjerg F, Liserre M, Ma K (2012) Power electronics converters for wind turbine systems. IEEE Trans Ind Appl 48(2):708–719CrossRef Blaabjerg F, Liserre M, Ma K (2012) Power electronics converters for wind turbine systems. IEEE Trans Ind Appl 48(2):708–719CrossRef
3.
go back to reference Rehaoulia A, Rehaoulia H, Fnaiech F (2018) Output voltage quality analysis of three-phase multilevel inverters. Electr Eng 100:733–739CrossRef Rehaoulia A, Rehaoulia H, Fnaiech F (2018) Output voltage quality analysis of three-phase multilevel inverters. Electr Eng 100:733–739CrossRef
4.
go back to reference Song Y, Wang B (2013) Survey on reliability of power electronic systems. IEEE Trans Power Electron 28(1):591–604CrossRef Song Y, Wang B (2013) Survey on reliability of power electronic systems. IEEE Trans Power Electron 28(1):591–604CrossRef
5.
go back to reference Dewangan NK, Prakash T, Tandekar JK et al (2020) Open-circuit fault-tolerance in multilevel inverters with reduced component count. Electr Eng 102:409–419CrossRef Dewangan NK, Prakash T, Tandekar JK et al (2020) Open-circuit fault-tolerance in multilevel inverters with reduced component count. Electr Eng 102:409–419CrossRef
6.
go back to reference Choi U, Lee J, Blaabjerg F, Lee K (2016) Open-circuit fault diagnosis and fault-tolerant control for a grid-connected NPC inverter. IEEE Trans Power Electron 31(10):7234–7247 Choi U, Lee J, Blaabjerg F, Lee K (2016) Open-circuit fault diagnosis and fault-tolerant control for a grid-connected NPC inverter. IEEE Trans Power Electron 31(10):7234–7247
7.
go back to reference Lu B, Sharma SK (2009) A literature review of IGBT fault diagnostic and protection methods for, power inverters. IEEE Trans Ind Appl 45(5):1770–1777CrossRef Lu B, Sharma SK (2009) A literature review of IGBT fault diagnostic and protection methods for, power inverters. IEEE Trans Ind Appl 45(5):1770–1777CrossRef
8.
go back to reference Lee JS, Lee KB, Blaabjerg F (2015) Open-switch fault detection method of a back-to-back converter using NPC topology for wind turbine systems. IEEE Trans Ind Appl 51(1):325–335CrossRef Lee JS, Lee KB, Blaabjerg F (2015) Open-switch fault detection method of a back-to-back converter using NPC topology for wind turbine systems. IEEE Trans Ind Appl 51(1):325–335CrossRef
9.
go back to reference Mendes AMS, Abadi MB, Cruz SMA (2014) Fault diagnostic algorithm for three-level neutral point clamped ac motor drives, based on the average current park’s vector. IET Power Electron 7(5):1127–1137CrossRef Mendes AMS, Abadi MB, Cruz SMA (2014) Fault diagnostic algorithm for three-level neutral point clamped ac motor drives, based on the average current park’s vector. IET Power Electron 7(5):1127–1137CrossRef
10.
go back to reference Abdelkader R, Chérif BDE, Bendiabdellah A et al (2022) Three-phase inverters open-circuit faults diagnosis using an enhanced variational mode decomposition, wavelet packet analysis, and scalar indicators. Electr Eng 104:4477–4489CrossRef Abdelkader R, Chérif BDE, Bendiabdellah A et al (2022) Three-phase inverters open-circuit faults diagnosis using an enhanced variational mode decomposition, wavelet packet analysis, and scalar indicators. Electr Eng 104:4477–4489CrossRef
11.
go back to reference Ben Mahdhi H, Ben Azza H, Jemli M (2022) Inverter open-circuit fault diagnosis method in PMSG based wind energy conversion system. Electr Eng 104:1317–1330CrossRef Ben Mahdhi H, Ben Azza H, Jemli M (2022) Inverter open-circuit fault diagnosis method in PMSG based wind energy conversion system. Electr Eng 104:1317–1330CrossRef
12.
go back to reference Chao K-H, Chang L-Y, Xu F-Q (2020) Three-level T-Type inverter fault diagnosis and tolerant control using single-phase line voltage. IEEE Access 8:44075–44086CrossRef Chao K-H, Chang L-Y, Xu F-Q (2020) Three-level T-Type inverter fault diagnosis and tolerant control using single-phase line voltage. IEEE Access 8:44075–44086CrossRef
13.
go back to reference Mao LIN, Ying-Hui LI, Liang QU et al (2016) Fault detection of a proposed three-level inverter based on a weighted kernel principal component analysis. J Power Electron 16(1):182–189CrossRef Mao LIN, Ying-Hui LI, Liang QU et al (2016) Fault detection of a proposed three-level inverter based on a weighted kernel principal component analysis. J Power Electron 16(1):182–189CrossRef
14.
go back to reference Kou L, Liu C, Cai G-W, Zhou J-N, Yuan Q-D, Pang S-M (2020) Fault diagnosis for open-circuit faults in NPC inverter based on knowledge-driven and data-driven approaches. IET Power Electron 13:1236–1245CrossRef Kou L, Liu C, Cai G-W, Zhou J-N, Yuan Q-D, Pang S-M (2020) Fault diagnosis for open-circuit faults in NPC inverter based on knowledge-driven and data-driven approaches. IET Power Electron 13:1236–1245CrossRef
15.
go back to reference Yu Y, Pei S (2018) Open-circuit fault diagnosis of neutral point clamped three-level inverter based on sparse representation. IEEE Access 6:73499–73508CrossRef Yu Y, Pei S (2018) Open-circuit fault diagnosis of neutral point clamped three-level inverter based on sparse representation. IEEE Access 6:73499–73508CrossRef
16.
go back to reference Abari I, Hamouda M, Slama JBH (2018) Open-switch fault detection in three-phase symmetrical cascaded multilevel inverter using conducted disturbances. In: 2018 15th International multi-conference on systems, signals and devices (SSD). Yasmine Hammamet, Tunisia, pp 77–82 Abari I, Hamouda M, Slama JBH (2018) Open-switch fault detection in three-phase symmetrical cascaded multilevel inverter using conducted disturbances. In: 2018 15th International multi-conference on systems, signals and devices (SSD). Yasmine Hammamet, Tunisia, pp 77–82
17.
go back to reference Abari I, Lahouar A, Hamouda M, Slama JBH, Al-Haddad K (2018) Fault detection methods for three-level NPC inverter based on DC-Bus electromagnetic signatures. IEEE Trans Ind Electron 65(7):5224–5236CrossRef Abari I, Lahouar A, Hamouda M, Slama JBH, Al-Haddad K (2018) Fault detection methods for three-level NPC inverter based on DC-Bus electromagnetic signatures. IEEE Trans Ind Electron 65(7):5224–5236CrossRef
18.
go back to reference Abari I, Hamouda M, Slama JBH, Al-Haddad K (2018) Single switch open-circuit fault detection for three-level NPC inverter using conducted emissions signature. In: IECON 2018–44th annual conference of the IEEE industrial electronics society. Washington, pp 1489–1494 Abari I, Hamouda M, Slama JBH, Al-Haddad K (2018) Single switch open-circuit fault detection for three-level NPC inverter using conducted emissions signature. In: IECON 2018–44th annual conference of the IEEE industrial electronics society. Washington, pp 1489–1494
19.
go back to reference Vu HG, Yahoui H (2021) IGBT open-circuit fault detection for voltage source inverters using DC bus magnetic field signal. Electr Eng 103:1691–1700CrossRef Vu HG, Yahoui H (2021) IGBT open-circuit fault detection for voltage source inverters using DC bus magnetic field signal. Electr Eng 103:1691–1700CrossRef
20.
go back to reference Papakostas DK, Hatzopoulos AA (1993) Correlation-based comparison of analog signatures for identification and fault diagnosis. IEEE Trans Instrum Meas 42(4):860–863CrossRef Papakostas DK, Hatzopoulos AA (1993) Correlation-based comparison of analog signatures for identification and fault diagnosis. IEEE Trans Instrum Meas 42(4):860–863CrossRef
21.
go back to reference Ginart AE, Brown DW, Kalgren PW, Roemer MJ (2009) Online ringing characterization as a diagnostic technique for IGBTs in power drives. IEEE Trans Instrum Meas 58(7):2290–2299CrossRef Ginart AE, Brown DW, Kalgren PW, Roemer MJ (2009) Online ringing characterization as a diagnostic technique for IGBTs in power drives. IEEE Trans Instrum Meas 58(7):2290–2299CrossRef
22.
go back to reference Sun S, Li S, Lin L, Yuan Y, Li M (2019) A novel signal processing method based on cross-correlation and interpolation for ToF measurement. In: 2019 IEEE 4th international conference on signal and image processing (ICSIP), pp 664–668 Sun S, Li S, Lin L, Yuan Y, Li M (2019) A novel signal processing method based on cross-correlation and interpolation for ToF measurement. In: 2019 IEEE 4th international conference on signal and image processing (ICSIP), pp 664–668
23.
go back to reference Tanaka T, Hiraki E, Ueda K, Sato K, Fukuma S (2007) A novel detection method of active and reactive currents in single-phase circuits using the correlation and cross-correlation coefficients and its applications. IEEE Trans Power Delivery 22(4):2450–2456CrossRef Tanaka T, Hiraki E, Ueda K, Sato K, Fukuma S (2007) A novel detection method of active and reactive currents in single-phase circuits using the correlation and cross-correlation coefficients and its applications. IEEE Trans Power Delivery 22(4):2450–2456CrossRef
Metadata
Title
Cross-correlation based fault electromagnetic signature extraction for open-circuit fault diagnosis in NPC inverters
Authors
Cheikhna Mahfoudh Ahmed Taleb
Jaleleddine Ben Hadj Slama
Othman Nasri
Mamoudou Ndongo
Publication date
07-03-2023
Publisher
Springer Berlin Heidelberg
Published in
Electrical Engineering / Issue 3/2023
Print ISSN: 0948-7921
Electronic ISSN: 1432-0487
DOI
https://doi.org/10.1007/s00202-023-01754-1

Other articles of this Issue 3/2023

Electrical Engineering 3/2023 Go to the issue