Wavelet transform and neural network techniques for inter-turn short circuit diagnosis and location in induction motor

B. Bessam1, Arezki Menacer2, Mohamed Boumehraz2, Hakima Cherif3
1LMSE Laboratory, University of Biskra, Biskra, Algeria
2LGEB Laboratory, University of Biskra, Biskra, Algeria
3LGEB Laboratory, University of El-Oued, El Oued, Algeria

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Asfani DA, Muhammad AK, Yafaruddin S, Purnomo MH, Hiyama T (2012) Temporary short circuit detection in induction motor winding using combination of wavelet transform and neural network. Expert Syst Appl 39:5367–5375

Bachir S, Tnani S, Trigeassou JC, Champenois G (2006) Diagnosis by parameter estimation of stator and rotor faults occurring in induction machines. IEEE Trans Ind Electron 53(3):963–973

Bouzid MBK, Champenois G, Bellaaj NM, Signac L, Jelassi K (2008) An effective neural approach for the automatic location of stator inter turn faults in induction motor. IEEE Trans Ind Electron 55(12):4277–4289

Bouzida A, Touhami O, Ibtiouen R, Belouchrani A, Fadel M, Rezzoug A (2011) Fault diagnosis in industrial induction machines through discrete wavelet transform. IEEE Trans Ind Electron 58(9):4385–4395

Ceban A, Pusca R, Romary R (2012) Study of rotor faults in induction motors using external magnetic field analysis. IEEE Trans Ind Electron 59(5):2082–2093

Das S, Purkait P, Chakravorti S (2012) Separating induction motor current signature for stator winding faults from that due to supply voltage unbalances. In: Proceeding of IEEE ICPEN ʼ12, pp 1–6

Dash RN, Subudhi B, Das S (2010) Induction motor stator inter-turn fault detection using wavelet transform technique. In: Proceeding of IEEE ICIISʼ10, pp 436–441

Gaeid KS, Ping HW (2011) Wavelet fault diagnosis and tolerant of induction motor: review. Int J Phys Sci 6(3):358–376

Ghate VN, Dudul SV (2010) Optimal MLP neural network classifier for fault detection of three phase induction motor. Expert Syst Appl 37:3468–3481

Jawadekar AU, Dhole G, Paraskar S (2011) Novel wavelet ANN technique to classify inter turn fault in three phase induction motor. Int J Adv Technol 2(2):319–330

Kowalski CT, Orlowska-Kowalska T (2003) Neural networks application for induction motor faults diagnosis. Math Comput Simul 63:435–448

Lai C, Balamurali A, Bousaba V, Iyer KLV, Kar NC (2014) Analysis of stator winding inter-turn short-circuit fault in interior and surface mounted permanent magnet traction machines. In: Proceeding of IEEE ITECʼ14, pp 1–6

Menacer A, Kechida R, Champenois G, Tnani S (2011) Application of the Fourier and the wavelet transform for the fault detection in induction motors at the startup electromagnetic torque. In: Proceeding of IEEE SDEMPEDʼ11, pp 5–8

Mohanty AR, Kar C (2006) Fault detection in a multistage gearbox by demodulation of motor current waveform. IEEE Trans Ind Electron 53(4):1285–1297

Siddiqui KM, Sahay K, Giri VK (2014) Health monitoring and fault diagnosis in induction motor-a review. Int J Adv Res Electr Electron Instrum Eng 3:6549–6565

Talhaoui H, Menacer A, Kessal A, Kechida R (2014) Fast Fourier and discrete wavelet transforms applied to sensor less vector control induction motor for rotor bar faults diagnosis. ISA Trans 53:1639–1649