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

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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.

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References

  1. 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):135–151

    Article  Google Scholar 

  2. Blaabjerg F, Liserre M, Ma K (2012) Power electronics converters for wind turbine systems. IEEE Trans Ind Appl 48(2):708–719

    Article  Google Scholar 

  3. Rehaoulia A, Rehaoulia H, Fnaiech F (2018) Output voltage quality analysis of three-phase multilevel inverters. Electr Eng 100:733–739

    Article  Google Scholar 

  4. Song Y, Wang B (2013) Survey on reliability of power electronic systems. IEEE Trans Power Electron 28(1):591–604

    Article  Google Scholar 

  5. Dewangan NK, Prakash T, Tandekar JK et al (2020) Open-circuit fault-tolerance in multilevel inverters with reduced component count. Electr Eng 102:409–419

    Article  Google Scholar 

  6. 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

    Google Scholar 

  7. Lu B, Sharma SK (2009) A literature review of IGBT fault diagnostic and protection methods for, power inverters. IEEE Trans Ind Appl 45(5):1770–1777

    Article  Google Scholar 

  8. 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):325–335

    Article  Google Scholar 

  9. 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):1127–1137

    Article  Google Scholar 

  10. 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 104:4477–4489

    Article  Google Scholar 

  11. Ben Mahdhi H, Ben Azza H, Jemli M (2022) Inverter open-circuit fault diagnosis method in PMSG based wind energy conversion system. Electr Eng 104:1317–1330

    Article  Google Scholar 

  12. 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 8:44075–44086

    Article  Google Scholar 

  13. 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):182–189

    Article  Google Scholar 

  14. 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 13:1236–1245

    Article  Google Scholar 

  15. Yu Y, Pei S (2018) Open-circuit fault diagnosis of neutral point clamped three-level inverter based on sparse representation. IEEE Access 6:73499–73508

    Article  Google Scholar 

  16. 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. 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):5224–5236

    Article  Google Scholar 

  18. 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. Vu HG, Yahoui H (2021) IGBT open-circuit fault detection for voltage source inverters using DC bus magnetic field signal. Electr Eng 103:1691–1700

    Article  Google Scholar 

  20. Papakostas DK, Hatzopoulos AA (1993) Correlation-based comparison of analog signatures for identification and fault diagnosis. IEEE Trans Instrum Meas 42(4):860–863

    Article  Google Scholar 

  21. 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):2290–2299

    Article  Google Scholar 

  22. 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. 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):2450–2456

    Article  Google Scholar 

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The corresponding author is indeed the author of the paper. The other authors are my thesis supervisors; the provided guideship and review before the submission of the present manuscript.

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Correspondence to Cheikhna Mahfoudh Ahmed Taleb.

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Ahmed Taleb, C.M., Ben Hadj Slama, J., Nasri, O. et al. Cross-correlation based fault electromagnetic signature extraction for open-circuit fault diagnosis in NPC inverters. Electr Eng 105, 1911–1921 (2023). https://doi.org/10.1007/s00202-023-01754-1

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