Diagnosis of ITSC fault in the electrical vehicle powertrain system through signal processing analysis
 
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1
Department of Electrotechnics, Mouloud Mammeri University of Tizi Ouzou, Algeria
 
2
University of Lorraine, LCOMS, F-57000 Metz, France
 
3
ISAT, University of Burgundy, France
 
4
L2CSP Laboratory, Mouloud Mammeri University of Tizi Ouzou, Algeria
 
 
Submission date: 2022-09-21
 
 
Acceptance date: 2023-02-16
 
 
Online publication date: 2023-02-20
 
 
Publication date: 2023-02-20
 
 
Corresponding author
Dehbia Ouamara   

Department of Electrotechnics, Mouloud Mammeri University of Tizi Ouzou, Algeria
 
 
Diagnostyka 2023;24(1):2023113
 
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ABSTRACT
The three-phase induction motor is well suited for a wide range of mobile drives, specifically for electric vehicle powertrain. During the entire life cycle of the electric motor, some types of failures can occur, with stator winding failure being the most common. The impact of this failure must be considered from the incipient as it can affect the performance of the motor, especially for electrically powered vehicle application. In this paper, the intern turn short circuit of the stator winding was studied using Fast Fourier transform (FFT) and Shor-Time Fourier transform (STFT) approaches. The residuals current between the estimated currents provided by the extended Kalman filter (EKF) and the actual ones are used for fault diagnosis and identification. Through FFT, the residual spectrum is sensitive to faults and gives the extraction of inter-turn short circuit (ITSC) related frequencies in the phase winding. In addition, the FFT is used to obtain information about when and where the ITSC appears in the phase winding. Indeed, the results allow to know the faulty phase, to estimate the fault rate and the fault occurrence frequency as well as their appearance time.
 
REFERENCES (33)
1.
Cheng M, Sun L, Buja G, Song L. Advanced Electrical Machines and Machine-Based Systems for Electric and Hybrid Vehicles. Energies. 2015; 8(9): 9541-9564. https://doi.org/10.3390/en8099....
 
2.
Koengkan M, Fuinhas J.A, Teixeira M, Kazemzadeh E, Auza A, Dehdar F, Osmani F. The capacity of battery-electric and plug-in hybrid electric vehicles to mitigate CO2 emissions: macroeconomic evidence from european union countries. World Electr. Veh. J. 2022:13-58. https://doi.org/10.3390/wevj13....
 
3.
Ouamara D, Maidi A, Chaibet A, Boukhnifer M. Fault diagnosis techniques for electrical powertrain systems- Review. IEEE International Conference on applied automation and industrial diagnostics. 2019: 19229554. https://doi.org/10.1109/ICAAID....
 
4.
Boukhnifer M, Raisemche A. A fault tolerant control for induction motor in electrical vehicle. IEEE International Conference on Control Application. 2012;136-141. https://doi.org/10.1109/CCA.20....
 
5.
Chaibet A, Boukhnifer M, Ouddah N, Monmasson E. Experimental Sensorless Control of Switched Reluctance Motor for Electrical Powertrain System. Energies. 2020;13(12):3081. https://doi.org/10.3390/en1312....
 
6.
Rkhissi-Kammoun Y, Ghommam J, Boukhnifer M, Mnif F. Two current sensor fault detection and isolation schemes for induction motor drives using algebraic estimation approach. Mathematics and Computers in Simulation. 2019;157:39-62. https://doi.org/10.1016/j.matc....
 
7.
Raisemche A, Boukhinfer M, Larouci C, Diallo D. Two Active Fault Tolerant Control shemes of induction motor drive in EV or HEV. IEEE Trans. Veh. Technol. 2014;63(1):19-29. https://doi.org/10.1109/TVT.20....
 
8.
Ouamara D, Boukhnifer M, Chaibet A, Maidi A, Sava A and Adjallah K. Fault detection and isolation current sensor of electrical powertrain system. 2020 International Conference on Control, Automation and Diagnosis (ICCAD). 2020:1-6. http://dx.doi.org/10.1109/ICCA....
 
9.
Espinoza-Trejo DR, Campos-Delgado DU, Bossio G, Bárcenas E, Hernández-Díez JE, Lugo-Cordero LF. Fault diagnosis scheme for open-circuit faults in field-oriented control induction motor drives. IET Power Electronics. 2013;6(5):869-877. https://doi.org/10.1049/iet-pe....
 
10.
Tallam RM. A survey of methods for detection of stator-related faults in induction machines. IEEE Transactions on Industry Applications.. 2007;43( 4): 920-933. https://doi.org/10.1109/TIA.20....
 
11.
Goh Y-J, Kim O. Linear Method for Diagnosis of Inter-Turn Short Circuits in 3-Phase Induction Motors. Applied Sciences. 2019;9(22):4822. https://doi.org/10.3390/app922....
 
12.
Maraaba L, Al-Hamouz Z, Abido M. An efficient stator inter-turn fault diagnosis tool for induction motors Energies. 2018;11(3):653. https://doi.org/10.3390/en1103....
 
13.
Pietrowski W, Górny K. Detection of inter-turn short-circuit at start-up of induction machine based on torque analysis. Open Physics. 2017; 15 (1): 851-856. https://doi.org/10.1515/phys-2....
 
14.
Vishwanath H, Maruthi G.S. Detection of stator winding inter-turn short circuit fault in induction motor using vibration signals by MEMS accelerometer. Electric Power Components and Systems Rao. 2017;45(13):1463-1473. https://doi.org/10.1080/153250....
 
15.
Krzysztofiak M, Skowron M, Orlowska-Kowalska T. Analysis of the impact of stator inter-turn short circuits on PMSM drive with scalar and vector control. Energies. 2021;14(1):153. https://doi.org/10.3390/en1401....
 
16.
Almounajjed A, Sahoo AK, Kumar M.K Diagnosis of stator fault severity in induction motor based on discrete wavelet analysis. Measurement. 2021;182. https://doi.org/10.1016/j.meas....
 
17.
Diwatelwar KP, Malode SK. Fault detection and analysis of three-phase induction motors using MATLAB Simulink model. International Research Journal of Engineering and Technology (IRJET). 2018; 5(5): 1643-1649.
 
18.
Goh YJ, Kim O. Linear method for diagnosis of inter-turn short circuits in 3-Phase induction motors. Applied Sciences. 2019;9(22):4822. https://doi.org/10.3390/app922....
 
19.
Khayam Hoseini SR, Farjah E, Ghanbari T, Givi H. Extended Kalman filter-based method for inter-turn fault detection of the switched reluctance motors. IET Electric Power Applications. 2016; 10(8): 714–722. https://doi.org/10.1049/iet-ep....
 
20.
El Sayed W, Abd El Geliel M, Lotfy A. Fault diagnosis of PMSG stator inter-turn fault using extended Kalman Filter and unscented Kalman filter. Energies. 2020; 13(11):2972. https://doi.org/10.3390/en1311....
 
21.
Rosero J, Cusido J, Espinosa AG, Ortega JA, Romeral L. Broken bearings fault detection for a permanent magnet synchronous motor under non-constant working conditions by means of a joint time frequency analysis. IEEE International Symposium on Industrial Electronics. 2007:3415-3419. https://doi.org/10.1109/ISIE.2....
 
22.
Biram M, Taibi D, Bessedik SA, Benkhoris M.F. Least square support vectors machines approach to diagnosis of stator winding short circuit fault in induction motor. Diagnostyka. 2020;21(4):35-41. https://doi.org/10.29354/diag/....
 
23.
Bachir S, Tnani S, Trigeassou J.C and Champenois G. Diagnosis by parameter estimation of stator and rotor faults occurring in induction machines. IEEE Transactions on Industrial Electronics. 2006; 53(3): 963-973. https://doi.org/10.1109/TIE.20....
 
24.
Bensaoucha S, Brik Y, Moreau S, Bessedik SA, Ameur A. Induction machine stator short-circuit fault detection using support vector machine. International journal for computation and mathematics in electrical and electronic engineering. 2021; 40 (3): 373-389. http://doi.org/10.1108/compel-....
 
25.
Wolkiewicz M, Tarchała G, Orłowska-Kowalska T and Kowalski C.T. Online Stator Interturn Short Circuits Monitoring in the DFOC Induction-Motor Driv:e. in IEEE Transactions on Industrial Electronics. 2016;63(4):2517-2528. https://doi.org/10.1109/TIE.20....
 
26.
Akhil Vinayak B, Anjali Anand K, Jagadanand G. Wavelet‐based real‐time stator fault detection of inverter‐fed induction motor. IET Electric Power Applications. 2019. https://doi.org/10.1049/iet-ep....
 
27.
Simon D. Using nonlinear kalman filtring to estimate signals. embedded systems desigh. 2006;19(7):38-53.
 
28.
Schwartz L, Stear E.A computational Comparaison of Several non Linear filters. IEEE Transaction on Automatic Control. February 1968;13:83-86. https://doi.org/10.1109/TAC.19....
 
29.
Gliga LI, Chafouk H, Popescu D, Lupu C. Diagnosis of a permanent magnet synchronous generator using the extended Kalman filter and the Fast Fourier Transform: 7th International Conference on Systems and Control (ICSC). 2018:65-70. https://doi.org/10.1109/ICoSC.....
 
30.
Hilairet M, Diallo D, Benbouzid MEH. A self Reconfigurable and fault Tolerant Induction Motor Control Architecture for Hybrid Electric Vehicles. International Conference on Electrical machines. Greece. September 2006.
 
31.
Hilairet M, Auger F, Darengosse C. Two efficient Kalman filters for flux and velocity estimation of induction motors. 2000 IEEE 31st Annual Power Electronics Specialists Conference. 2000;2:891-896. https://doi.org/10.1109/PESC.2....
 
32.
Zanardelli WG, Strangas EG, Aviyente A. Identification of intermittent electrical and mechanical faults in permanent-magnet AC drives based on time–frequency analysis. IEEE Transactions on Industry Applications. 2007;43(4):971-980. https://doi.org/10.1109/TIA.20....
 
33.
Satpathi K, Yeap YM, Ukil A, Geddada N. Short-time Fourier transform based transient analysis of VSC interfaced point-to-point DC system. IEEE Transactions on Industrial Electronics. 2018;65(5): 4080-4091. https://doi.org/10.1109/TIE.20....
 
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