Fault diagnosis in yaw drive induction motor for wind turbine

Wind turbines are widely exploited throughout the world. The availability and reliability of offshore wind turbines are asking to impose a constant maintenance strategy. In this work, we propose a method that allows filtering the signal of the frequency inverter that feeds the yaw drive used in wind turbine. The redundant information is eliminated via discrete wavelet transform and empirical modal decomposition. The two types of faults are detected from the envelope of the Hilbert transform. The magnitude imbalance detection is carried out in the time domain. The root mean square values of the envelopes of the three-phase system have a good indicator for the fuzzy system to evaluate the severity of the defect. In the frequency domain, the signature of the broken bar fault is located in the low-frequency bandwidth. The harmonics appeared in the spectrum sensitive in amplitude and frequency to the variation of load. Experimental results have demonstrated the accuracy of the proposed method.

[1]  Simon J. Watson,et al.  Physics of Failure approach to wind turbine condition based maintenance , 2009 .

[2]  Abdelkader Chaari,et al.  An improved combination of Hilbert and Park transforms for fault detection and identification in three-phase induction motors , 2012 .

[3]  Antonello Monti,et al.  Diagnostic of a Faulty Induction Motor Drive via Wavelet Decomposition , 2007, IEEE Transactions on Instrumentation and Measurement.

[4]  Mohamed Amine Moussa,et al.  A practical implementation of online computational tool for unbalanced voltage supply detection in induction motor , 2014, 2014 IEEE International Conference on Power and Energy (PECon).

[5]  Tahar Boukra,et al.  Classification of induction machine faults , 2010, 2010 7th International Multi- Conference on Systems, Signals and Devices.

[6]  Ammar Medoued,et al.  Online computational tools dedicated to the detection of induction machine faults , 2013 .

[7]  Richard J. Povinelli,et al.  Induction Machine Broken Bar and Stator Short-Circuit Fault Diagnostics Based on Three-Phase Stator Current Envelopes , 2008, IEEE Transactions on Industrial Electronics.

[8]  Dushan Boroyevich,et al.  Wavelet Transform as an Alternative to the Short-Time Fourier Transform for the Study of Conducted Noise in Power Electronics , 2008, IEEE Transactions on Industrial Electronics.

[9]  H. Henao,et al.  Diagnosis of Broken Bar Fault in Induction Machines Using Discrete Wavelet Transform without Slip Estimation , 2007, 2007 IEEE Industry Applications Annual Meeting.

[10]  W. H. Kersting,et al.  Phase Frame Analysis of the Effects of Voltage Unbalance on Induction Machines , 1996, Proceedings of Rural Electric Power Conference.

[11]  Guy Clerc,et al.  On-line Faults Signature Monitoring Tool for Induction Motor Diagnosis , 2010 .

[12]  Y. Wang Analysis of Effects of Three-Phase Voltage Unbalance on Induction Motors with Emphasis on the Angle of the Complex Voltage Unbalance Factor , 2001, IEEE Power Engineering Review.

[13]  Stéphane Mallat,et al.  A Theory for Multiresolution Signal Decomposition: The Wavelet Representation , 1989, IEEE Trans. Pattern Anal. Mach. Intell..

[14]  Hongwei Liu,et al.  Fault analysis of wind turbines in China , 2016 .

[15]  W. Sampath,et al.  CdTe Photovoltaics for Sustainable Electricity Generation , 2016, Journal of Electronic Materials.

[16]  Krist V. Gernaey,et al.  Aeration control by monitoring the microbiological activity using fuzzy logic diagnosis and control. Application to a complete autotrophic nitrogen removal reactor , 2015 .

[17]  Şeref Sağiroğlu,et al.  A Novel Approach for Image Denoising Based on Artificial Neural Networks , 2012 .

[18]  Ching-Yin Lee,et al.  Effects of unbalanced voltage on the operation performance of a three-phase induction motor , 1999 .

[19]  Peter Tavner,et al.  Wind turbine downtime and its importance for offshore deployment. , 2011 .

[20]  Tasnim Ibn Faiz,et al.  Minimizing maintenance cost for offshore wind turbines following multi-level opportunistic preventive strategy , 2016 .

[21]  Guy Clerc,et al.  Classification of Induction Machine Faults by Optimal Time–Frequency Representations , 2008, IEEE Transactions on Industrial Electronics.

[22]  Ammar Medoued,et al.  Application of Hilbert transform to fault detection in electric machines , 2013 .

[23]  N. Huang,et al.  The empirical mode decomposition and the Hilbert spectrum for nonlinear and non-stationary time series analysis , 1998, Proceedings of the Royal Society of London. Series A: Mathematical, Physical and Engineering Sciences.

[24]  Makbul Anwari,et al.  New Unbalance Factor for Estimating Performance of a Three-Phase Induction Motor With Under- and Overvoltage Unbalance , 2010, IEEE Transactions on Energy Conversion.

[25]  Ammar Medoued,et al.  Classification of Induction Machine Faults using Time Frequency Representation and Particle Swarm Optimization , 2014 .

[26]  Mourad Mordjaoui,et al.  Induction machine bearing fault diagnosis based on the axial vibration analytic signal , 2016 .

[27]  Jacob Fantidis The temperature measurement of the windings in a three-phase electrical motor under different conditions , 2015 .

[28]  J. Antonino-Daviu,et al.  Application and Optimization of the Discrete Wavelet Transform for the Detection of Broken Rotor Bars in Induction Machines , 2006 .

[29]  Paul B. Cummings,et al.  Protection of Induction Motors Against Unbalanced Voltage Operation , 1985, IEEE Transactions on Industry Applications.

[30]  Bin-Kwie Chen,et al.  Effects of various unbalanced voltages on the operation performance of an induction motor under the same voltage unbalance factor condition , 1997, 1997 IEEE Industrial and Commercial Power Systems Technical Conference. Conference Record.

[31]  Javad Poshtan,et al.  Simulative and experimental investigation on stator winding turn and unbalanced supply voltage fault diagnosis in induction motors using Artificial Neural Networks. , 2015, ISA transactions.

[32]  James F. Manwell,et al.  Condition monitoring and prognosis of utility scale wind turbines , 2006 .

[33]  R. F. Woll Effect of Unbalanced Voltage on the Operation of Polyphase Induction Motors , 1975, IEEE Transactions on Industry Applications.

[34]  Yibing Liu,et al.  Multi-fault detection and failure analysis of wind turbine gearbox using complex wavelet transform , 2016 .

[35]  Arturo Garcia-Perez,et al.  Automatic Online Diagnosis Algorithm for Broken-Bar Detection on Induction Motors Based on Discrete Wavelet Transform for FPGA Implementation , 2008, IEEE Transactions on Industrial Electronics.

[36]  Galip Cansever,et al.  Trajectory Tracking Control of an Industrial Robot Manipulator Using Fuzzy SMC with RBFNN , 2015 .

[37]  R. Puche-Panadero,et al.  Improved Resolution of the MCSA Method Via Hilbert Transform, Enabling the Diagnosis of Rotor Asymmetries at Very Low Slip , 2009, IEEE Transactions on Energy Conversion.