Identification and Diagnosis of Power Semiconductor Switches Open-Circuit Failure in Neutral Point Clamped Multilevel Inverter

Document Type : Power Article

Authors

Faculty of Electrical and Computer Engineering, Urmia University, Urmia, Iran

Abstract

This article presents the open switch fault detection and diagnosis of neutral point clamped inverters using neural networks. The neutral point clamped inverter consist of four power semiconductor switches with two clamp diodes in each phase. As the number of power semiconductor switches in the inverter increases, the probability of fault occurrence significantly increases. Therefore, for ensuring uninterrupted operation and preventing additional damage during faults, rapid fault diagnosis is essential for the fault tolerant systems. In this study, a neural network based system is developed for the detection and diagnosis of open switch faults in one or two power semiconductor switches in neutral point clamped inverter. The proposed method relies on measuring the inverter output currents and calculating their average values, which are then used for training the neural network. The proposed system covers open switch fault diagnosis for one or two switches. The mentioned system was simulated in the MATLAB/SIMULINK environment, and the result demonstrate accuracy and rapid fault diagnosis for semiconductor power switches within a fundamental cycle.

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Main Subjects


[1] M. Hosseinpour, and Ali Seifi. "A Novel Multilevel Inverter Topology Aiming Reduction the Switch Count and Converter Cost." Journal of Modeling in Engineering 18, no. 60 (2020): 71-85.
[2] B. Hosseini Montazer, J. Olamaei, M. Hosseinpour, and B. Mozafari. "A Generalized Bidirectional Structure for Multi-Level Inverter with Low Number of Power Electronic Devices." Journal of Modeling in Engineering 19, no. 66 (2021): 37-51.
[3] B. Masri, H.A. Sheikh, N. Karami, H.Y. Kanaan, and N. Moubayed. "A Review on Artificial Intelligence Based Strategies for Open-Circuit Switch Fault Detection in Multilevel Inverters." In IECON 2021–47th Annual Conference of the IEEE Industrial Electronics Society, pp. 1-8. IEEE, 2021.
[4] K. Nallathambi. "An Extensive Review on Fault Detection and Fault-Tolerant Control of Multilevel Inverter with Applications." International Journal of Renewable Energy Research (IJRER) 12, no. 2 (2022): 768-98.
[5] P. Mehta, S. Sahoo, and M. Kumar. "A Fault‐Diagnosis and Tolerant Control Technique for Five‐Level Cascaded H‐Bridge Inverters." IET Circuits, Devices & Systems 15, no. 4 (2021): 366-76.
[6] M. Hassanifar, M. Shamouei-Milan, Y. Neyshabouri, D. Nazarpour, and S. Golshannavaz. "Fast Detection and Localization of Open-Circuit Switch Faults in Nested Neutral Point Clamped (NNPC) Inverter." In 2020 11th Power Electronics, Drive Systems, and Technologies Conference (PEDSTC), pp. 1-6. IEEE, 2020.
[7] A.M. Naqvi, P. Tripathi, and S.P. Singh. "Fault detection and fault-tolerant operation of a seven-level inverter." In 2023 International Conference on Power, Instrumentation, Energy and Control (PIECON), pp. 1-5. IEEE, 2023.
[8] S.H. Kim, D.Y. Yoo, S.W. An, Y.S. Park, J.W. Lee, and K.B. Lee. "Fault detection method using a convolution neural network for hybrid active neutral-point clamped inverters." IEEE Access 8 (2020): 140632-140642.
[9] P. Han, X. He, H. Ren, Y. Wang, X. Peng, Z. Shu, S. Gao, Y. Wang, and Z. Chen. "Fault diagnosis and system reconfiguration strategy of a single-phase three-level neutral-point-clamped cascaded inverter." IEEE Transactions on Industry Applications 55, no. 4 (2019): 3863-3876.
[10] D. Chen, Y. Ye, and R. Hua. "Fault diagnosis of three-level inverter based on wavelet analysis and Bayesian classifier." In 2013 25th Chinese Control and Decision Conference (CCDC), pp. 4777-4780. IEEE, 2013.
[11] K.H. Chao, and C.H. Ke. "Fault diagnosis and tolerant control of three-level neutral-point clamped inverters in motor drives." Energies 13, no. 23 (2020): 6302.
[12] S. Valipour, S.S. Moosavi, D.A. Khaburi, and A. Djerdir. "An open-circuit fault detection method using wavelet transform for cascaded h-bridge multilevel inverter." In 2017 IEEE Vehicle Power and Propulsion Conference (VPPC), pp. 1-5. IEEE, 2017.
[13] S. Rokocakau, G. Tresca, G. Cirrincione, P. Zanchetta, R. Kumar, M. Cirrincione, and L. Frosini. "Fault Detection in Cascaded H-Bridge Inverters using Spectrogram Analysis and Convolutional Neural Networks." In 2023 International Aegean Conference on Electrical Machines and Power Electronics (ACEMP) & 2023 International Conference on Optimization of Electrical and Electronic Equipment (OPTIM), pp. 1-6. IEEE, 2023.
[14] L.M. Halabi, H.A. Gamal Al-Kaf, and K.B. Lee. "Efficient Fault Detection for Open Circuit Faults in HANPC Inverters Using Artificial Neural Network for Motor Drive Applications." In 2023 IEEE International Symposium on Sensorless Control for Electrical Drives (SLED), pp. 1-6. IEEE, 2023.
[15] H. Feshki Farahani. "A New Topology for Single Phase Voltage Source Multilevel Inverter Based on Reduction of Semiconductor Switches." Journal of Modeling in Engineering 16, no. 52 (2018): 97-108.
[16] M.R. Mullali Kunnontakath Puthiyapurayil, M.N. Nasirudeen, Y.A. Saywan, M.W. Ahmad, and H. Malik. "A review of open-circuit switch fault diagnostic methods for neutral point clamped inverter." Electronics 11, no. 19 (2022): 3169.