Discrete Wavelet Transform Applied to 3-Phase Induction Motor for Air Gap Eccentricity Fault Diagnosis
DOI:
https://doi.org/10.26905/jeemecs.v6i2.10707Keywords:
Induction Motor, Air-gap Eccentricity, Discrete WaveletAbstract
Induction motors consume about 60% of the energy in industry, indicating that they are an important part of the industry. Despite their sturdy construction, these induction motors are often susceptible to damage from prolonged use without maintenance. Bearing failure accounts for up to 40% of all failures and can result in serious engine damage if not treated promptly. For effective operation, this failure must be continuously monitored, otherwise it may cause serious damage to the induction motor. Normal vibration monitoring is difficult as it requires the use of expensive sensors. To detect and localize these faults, a new method of performing leakage flux analysis is widely used. In this paper, failure due to gap eccentricity is predicted by decomposing the waveform of the leakage flux spectrum using a discrete wavelet transform. The proposed method was evaluated based on the leakage flux obtained from a 1.5 kW induction motor. Experimental results have confirmed the effectiveness of the method used to detect eccentricity failures.References
A. J. Bazurto, E. C. Quispe, and R. C. Mendoza, “Causes and failures classification of industrial electric motor,†in 2016 IEEE ANDESCON, 2016, pp. 1–4.
A. Glowacz, “Fault diagnosis of single-phase induction motor based on acoustic signals,†Mech. Syst. Signal Process., vol. 117, pp. 65–80, 2019.
D.-J. Choi, J.-H. Han, S.-U. Park, and S.-K. Hong, “Diagnosis of electric motor using acoustic noise based on CNN,†in 2019 22nd International Conference on Electrical Machines and Systems (ICEMS), 2019, pp. 1–4.
G. Singh and V. N. A. Naikan, “Infrared thermography based diagnosis of inter-turn fault and cooling system failure in three phase induction motor,†Infrared Phys. Technol., vol. 87, pp. 134–138, 2017.
S. W. Oh, C. Lee, and W. You, “Gear reducer fault diagnosis using learning model for spectral density of acoustic signal,†in 2019 International Conference on Information and Communication Technology Convergence (ICTC), 2019, pp. 1027–1029.
W. Touti, M. Salah, K. Bacha, Y. Amirat, A. Chaari, and M. Benbouzid, “An improved electromechanical spectral signature for monitoring gear-based systems driven by an induction machine,†Appl. Acoust., vol. 141, pp. 198–207, 2018.
J. A. Antonino-Daviu, A. Quijano-Lopez, M. Rubbiolo, and V. Climente-Alarcon, “Advanced analysis of motor currents for the diagnosis of the rotor condition in electric motors operating in mining facilities,†IEEE Trans. Ind. Appl., vol. 54, no. 4, pp. 3934–3942, 2018.
S. Choi et al., “Fault diagnosis techniques for permanent magnet AC machine and drives—A review of current state of the art,†IEEE Trans. Transp. Electrif., vol. 4, no. 2, pp. 444–463, 2018.
H. Henao et al., “Trends in fault diagnosis for electrical machines: A review of diagnostic techniques,†IEEE Ind. Electron. Mag., vol. 8, no. 2, pp. 31–42, 2014.
E. Artigao, A. Honrubia-Escribano, and E. Gómez-Lázaro, “In-service wind turbine DFIG diagnosis using current signature analysis,†IEEE Trans. Ind. Electron., vol. 67, no. 3, pp. 2262–2271, 2019.
N. Husnah, D. A. Asfani, and I. M. Y. Negara, “Fault Detection Experiment of Unbalanced Voltage and Air Gap Eccentricity on Induction Motor Using a Flux Sensor,†JAREE (Journal Adv. Res. Electr. Eng., vol. 7, no. 1, 2023.
N. Yassa, M. Rachek, and H. Houassine, “Motor current signature analysis for the air gap eccentricity detection in the squirrel cage induction machines,†Energy Procedia, vol. 162, pp. 251–262, 2019.
K. Zhu, Y. San Wong, and G. S. Hong, “Wavelet analysis of sensor signals for tool condition monitoring: A review and some new results,†Int. J. Mach. Tools Manuf., vol. 49, no. 7–8, pp. 537–553, 2009.
A. L. O. Vitor, P. R. Scalassara, W. Endo, and A. Goedtel, “Induction motor fault diagnosis using wavelets and coordinate transformations,†in 2016 12th IEEE International Conference on Industry Applications (INDUSCON), 2016, pp. 1–8.
A. Bouzida, O. Touhami, R. Ibtiouen, A. Belouchrani, M. Fadel, and A. Rezzoug, “Fault diagnosis in industrial induction machines through discrete wavelet transform,†IEEE Trans. Ind. Electron., vol. 58, no. 9, pp. 4385–4395, 2010.
R. Kechida, A. Menacer, and H. Talhaoui, “Approach signal for rotor fault detection in induction motors,†J. Fail. Anal. Prev., vol. 13, no. 3, pp. 346–352, 2013.
R. S. Widagdo, D. A. Asfani, and I. M. Y. Negara, “Detection of Air Gap Eccentricity on Three-Phase Induction Motor Using 3-Axis Digital ELF Gaussmeter,†in 2021 3rd International Conference on High Voltage Engineering and Power Systems (ICHVEPS), 2021, pp. 1–6.
G. Yu, S. Mallat, and E. Bacry, “Audio denoising by time-frequency block thresholding,†IEEE Trans. Signal Process., vol. 56, no. 5, pp. 1830–1839, 2008.
C. Ben and G. Ying, “Li hongwei, Gong Cheng,‘Speech enhancement using modified minimum square error short time spectral amplitude estimator,’†in IEEE conference on natural language processing and knowledge engineering, 2003, pp. 293–298.
N. Bessous, S. E. Zouzou, S. Sbaa, and W. Bentrah, “A comparative study between the MCSA, DWT and the vibration analysis methods to diagnose the dynamic eccentricity fault in induction motors,†in 2017 6th International Conference on Systems and Control (ICSC), 2017, pp. 414–421.
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