Eccentricity fault detection – From induction machines to DFIG—A review

Induction machines (IMs) are widely used in different applications. Unpredicted breakdown of these machines usually leads to costly downtimes and repairs. These expenses can be minimized using proper condition monitoring techniques. Eccentricity fault is one of the widespread faults causing machine malfunction; its detection could be useful for prevention of harmful consequences. In this paper, different works on eccentricity diagnosis of IMs with different types of supply have been reviewed. It commences from the simplest open-loop machine, and by considering torque variation and inverter switching gradually turns to complicated closed-loop machine with different control strategies. While in most cases, current is used for condition monitoring, in some instances power and voltage are employed for fault diagnosis. Due to extensive use of IMs in wind turbines as doubly-fed induction generator (DFIG), in addition to declaration of importance of eccentricity fault diagnosis in DFIG, detection of eccentricity fault in DFIG is also reviewed.

[1]  Xianghui Huang,et al.  Analysis, simulation, and experiments of rotor eccentricity in closed-loop drive-connected induction motors , 2005, 2005 5th IEEE International Symposium on Diagnostics for Electric Machines, Power Electronics and Drives.

[2]  Peter Tavner,et al.  Condition monitoring and fault diagnosis of a wind turbine synchronous generator drive train , 2009 .

[3]  Jawad Faiz,et al.  Dynamic analysis of mixed eccentricity signatures at various operating points and scrutiny of related indices for induction motors , 2010 .

[4]  Thomas G. Habetler,et al.  Effects of time-varying loads on rotor fault detection in induction machines , 1993 .

[5]  Yanhui Feng,et al.  Methodology and results of the reliawind reliability field study , 2010 .

[6]  Vladislav Akhmatov Variable-speed Wind Turbines with Doubly-fed Induction Generators Part II: Power System Stability , 2002 .

[7]  Vlado Ostović,et al.  Dynamics of Saturated Electric Machines , 1989 .

[8]  Zhe Zhang,et al.  Online rotor mixed fault diagnosis way based on spectrum analysis of instantaneous power in squirrel cage induction motors , 2004 .

[9]  Hamid A. Toliyat,et al.  Diagnosis of stator, rotor and airgap eccentricity faults in three-phase induction motors based on the multiple reference frames theory , 2003, 38th IAS Annual Meeting on Conference Record of the Industry Applications Conference, 2003..

[10]  Sung-Hoon Ahn,et al.  Condition monitoring and fault detection of wind turbines and related algorithms: A review , 2009 .

[11]  D. Casadei,et al.  Doubly Fed Induction Machines Diagnosis Based on Signature Analysis of Rotor Modulating Signals , 2008, IEEE Transactions on Industry Applications.

[12]  Mayorkinos Papaelias,et al.  Condition monitoring of wind turbines: Techniques and methods , 2012 .

[13]  Xianghui Huang,et al.  Detection of Rotor Eccentricity Faults in a Closed-Loop Drive-Connected Induction Motor Using an Artificial Neural Network , 2007, IEEE Transactions on Power Electronics.

[14]  Long Wu,et al.  A Review of Separating Mechanical Load Effects from Rotor Faults Detection in Induction Motors , 2007, 2007 IEEE International Symposium on Diagnostics for Electric Machines, Power Electronics and Drives.

[15]  S. Nandi,et al.  A detailed model of induction machines with saturation extendable for fault analysis , 2004, IEEE Transactions on Industry Applications.

[16]  Hamid A. Toliyat,et al.  Low Order PWM Inverter Harmonics Contributions to the Inverter-Fed Induction Machine Fault Diagnosis , 2008, IEEE Transactions on Industrial Electronics.

[17]  Hamid A. Toliyat,et al.  Phase-Sensitive Detection of Motor Fault Signatures in the Presence of Noise , 2008, IEEE Transactions on Industrial Electronics.

[18]  Konstantinos N. Gyftakis,et al.  The Zero-Sequence Current as a Generalized Diagnostic Mean in Δ-Connected Three-Phase Induction Motors , 2014, IEEE Transactions on Energy Conversion.

[19]  W. T. Thomson,et al.  On-line current monitoring and application of a finite element method to predict the level of static airgap eccentricity in three-phase induction motors , 1998 .

[20]  R.J. Povinelli,et al.  Diagnostics of eccentricities and bar/end-ring connector breakages in polyphase induction motors through a combination of time-series data mining and time-stepping coupled FE-state space techniques , 2001, Conference Record of the 2001 IEEE Industry Applications Conference. 36th IAS Annual Meeting (Cat. No.01CH37248).

[21]  Wenxian Yang,et al.  Cost-Effective Condition Monitoring for Wind Turbines , 2010, IEEE Transactions on Industrial Electronics.

[22]  W. T. Thomson,et al.  Vibration and current monitoring for detecting airgap eccentricity in large induction motors , 1986 .

[23]  M. Blodt,et al.  Distinguishing Load Torque Oscillations and Eccentricity Faults in Induction Motors Using Stator Current Wigner Distributions , 2006, IEEE Transactions on Industry Applications.

[24]  E. S. Saraiva,et al.  Computer aided detection of airgap eccentricity in operating three-phase induction motors, by Park's vector approach , 1991, Conference Record of the 1991 IEEE Industry Applications Society Annual Meeting.

[25]  Luis Marroyo,et al.  Doubly Fed Induction Machine : Modeling and Control for Wind Energy Generation , 2011 .

[26]  N. Samaan,et al.  Characteristics of wind turbine generators for wind power plants , 2009, 2009 IEEE Power & Energy Society General Meeting.

[27]  Ion Boldea,et al.  Variable Speed Generators , 2005 .

[28]  Long Wu,et al.  Eliminating Load Oscillation Effects for Rotor Eccentricity Detection in Closed-Loop Drive-Connected Induction Motors , 2006, IEEE Transactions on Power Electronics.

[29]  Omar Jasim,et al.  An extended induction motor model for investigation of faulted machines and fault tolerant variable speed drives , 2010 .

[30]  H. Henao,et al.  Digital Signal Processing for Induction Machines Diagnosis - A Review , 2007, IECON 2007 - 33rd Annual Conference of the IEEE Industrial Electronics Society.

[31]  S. Nandi,et al.  Detection of Airgap Eccentricity for Induction Motors Using the Single-Phase Rotation Test , 2012, IEEE Transactions on Energy Conversion.

[32]  H. Henao,et al.  Non-stationary condition torsional vibration monitoring using induction machine electromagnetic torque estimation , 2008, 2008 18th International Conference on Electrical Machines.

[33]  Andrea Stefani Induction Motor Diagnosis in Variable Speed Drives , 2010 .

[34]  Mansour Ojaghi,et al.  Modeling Eccentric Squirrel-Cage Induction Motors With Slotting Effect and Saturable Teeth Reluctances , 2014, IEEE Transactions on Energy Conversion.

[35]  Xianghui Huang,et al.  Eliminating Load Oscillation Effects for Rotor Eccentricity Detection in Closed-Loop Drive-Connected Induction Motors , 2007 .

[36]  Antonio J. Marques Cardoso,et al.  Airgap eccentricity fault diagnosis, in three-phase induction motors, by the complex apparent power signature analysis , 2006 .

[37]  Li Ran,et al.  Wind turbine condition monitoring using generator control loop signals , 2012 .

[38]  C. J. Crabtree Condition monitoring techniques for wind turbines , 2011 .

[39]  H. Henao,et al.  An equivalent internal circuit of the induction machine for advanced spectral analysis , 2002, Conference Record of the 2002 IEEE Industry Applications Conference. 37th IAS Annual Meeting (Cat. No.02CH37344).

[40]  H. Henao,et al.  Load influence on induction machine torque and stator current in case of shaft misalignment , 2009, 2009 35th Annual Conference of IEEE Industrial Electronics.

[41]  H. Henao,et al.  Efficient digital signal processing techniques for induction machines fault diagnosis , 2013, 2013 IEEE Workshop on Electrical Machines Design, Control and Diagnosis (WEMDCD).

[42]  P. Bauer,et al.  Detection of eccentricity and bearings fault using stray flux monitoring , 2011, 8th IEEE Symposium on Diagnostics for Electrical Machines, Power Electronics & Drives.

[43]  Ion Boldea,et al.  Condition monitoring of wind generators , 2003, 38th IAS Annual Meeting on Conference Record of the Industry Applications Conference, 2003..

[44]  Daniel Morinigo-Sotelo,et al.  Mixed eccentricity diagnosis in Inverter-Fed Induction Motors via the Adaptive Slope Transform of transient stator currents , 2014 .

[45]  Subhasis Nandi,et al.  Detection of Eccentricity Faults in Induction Machines Based on Nameplate Parameters , 2011, IEEE Transactions on Industrial Electronics.

[46]  Vitezslav Hajek,et al.  Effects of eccentricity on external magnetic field of induction machine , 2010, Melecon 2010 - 2010 15th IEEE Mediterranean Electrotechnical Conference.

[47]  Jawad Faiz,et al.  Instantaneous-Power Harmonics as Indexes for Mixed Eccentricity Fault in Mains-Fed and Open/Closed-Loop Drive-Connected Squirrel-Cage Induction Motors , 2009, IEEE Transactions on Industrial Electronics.

[48]  Thomas G. Habetler,et al.  A survey of condition monitoring and protection methods for medium voltage induction motors , 2009, 2009 IEEE Energy Conversion Congress and Exposition.

[49]  Hamid A. Toliyat,et al.  Electric Machines: Modeling, Condition Monitoring, and Fault Diagnosis , 2012 .

[50]  Ion Boldea,et al.  The Induction Machines Design Handbook , 2009 .

[51]  Shahin Hedayati Kia,et al.  Torsional Vibration Effects on Induction Machine Current and Torque Signatures in Gearbox-Based Electromechanical System , 2009, IEEE Transactions on Industrial Electronics.

[52]  H. A. Toliyat,et al.  Diagnosis and isolation of air-gap eccentricities in closed-loop controlled doubly-fed induction generators , 2011, 2011 IEEE International Electric Machines & Drives Conference (IEMDC).

[53]  T.G. Habetler,et al.  Separating load torque oscillation and rotor fault effects in stator current-based motor condition monitoring , 2005, IEEE International Conference on Electric Machines and Drives, 2005..

[54]  P.W. Lehn,et al.  Simulation Model of Wind Turbine 3p Torque Oscillations due to Wind Shear and Tower Shadow , 2006, 2006 IEEE PES Power Systems Conference and Exposition.

[55]  Antonio J. Marques Cardoso,et al.  Predicting the level of airgap eccentricity in operating three-phase induction motors, by Park's vector approach , 1992, Conference Record of the 1992 IEEE Industry Applications Society Annual Meeting.

[56]  R. R. Obaid,et al.  Current-based algorithm for mechanical fault detection in induction motors with arbitrary load conditions , 2003, 38th IAS Annual Meeting on Conference Record of the Industry Applications Conference, 2003..

[57]  Shaocheng Wang,et al.  Multisensor Wireless System for Eccentricity and Bearing Fault Detection in Induction Motors , 2014, IEEE/ASME Transactions on Mechatronics.

[58]  A.J.M. Cardoso,et al.  On-line fault diagnostics in operating three-phase induction motors by the active and reactive power media , 2008, 2008 18th International Conference on Electrical Machines.

[59]  M. Riera-Guasp,et al.  Diagnosis of eccentricity in induction machines working under fluctuating load conditions, through the instantaneous frequency , 2012, IECON 2012 - 38th Annual Conference on IEEE Industrial Electronics Society.

[60]  Xianghui Huang,et al.  Detection of mixed air gap eccentricity in closed-loop drive-connected induction motors , 2003, 4th IEEE International Symposium on Diagnostics for Electric Machines, Power Electronics and Drives, 2003. SDEMPED 2003..

[61]  Jawad Faiz,et al.  Different Faults and Their Diagnosis Techniques in Three-Phase Squirrel-Cage Induction Motors—A Review , 2006 .

[62]  A.M. Trzynadlowski,et al.  Instantaneous stator power as a medium for the signature analysis of induction motors , 1995, IAS '95. Conference Record of the 1995 IEEE Industry Applications Conference Thirtieth IAS Annual Meeting.

[63]  Peter Tavner,et al.  Detection of rotor electrical asymmetry in wind turbine doubly-fed induction generators , 2014 .

[64]  Jawad Faiz,et al.  Finite Element Transient Analysis of an On-Load Three-Phase Squirrel-Cage Induction Motor with Static Eccentricity , 2007 .

[65]  H. A. Toliyat,et al.  Performance Analysis of a Three-Phase Induction Motor under Mixed Eccentricity Condition , 2002, IEEE Power Engineering Review.

[66]  H.A. Toliyat,et al.  Condition Monitoring and Fault Diagnosis of Electrical Motors—A Review , 2005, IEEE Transactions on Energy Conversion.

[67]  Thomas Ackermann,et al.  Wind Power in Power Systems , 2005 .

[68]  António J. Marques Cardoso,et al.  Discriminating the Simultaneous Occurrence of Three-Phase Induction Motor Rotor Faults and Mechanical Load Oscillations by the Instantaneous Active and Reactive Power Media Signature Analyses , 2012, IEEE Transactions on Industrial Electronics.

[69]  R. W. De Doncker,et al.  Doubly fed induction generator systems for wind turbines , 2002 .

[70]  S. Ahmed,et al.  Detection of Rotor Slot and Other Eccentricity-Related Harmonics in a Three-Phase Induction Motor with Different Rotor Cages , 2001, IEEE Power Engineering Review.

[71]  A. Binder,et al.  Scaling Effects of Inverter-Induced Bearing Currents in AC Machines , 2008, IEEE Transactions on Industry Applications.

[72]  S. Nandi,et al.  Stator Inter-Turn Fault Detection of Doubly-Fed Induction Generators Using Rotor Current and Search Coil Voltage Signature Analysis , 2007, 2007 IEEE Industry Applications Annual Meeting.

[73]  David G. Dorrell,et al.  Analysis of airgap flux, current and vibration signals as a function of the combination of static and dynamic airgap eccentricity in 3-phase induction motors , 1995, IAS '95. Conference Record of the 1995 IEEE Industry Applications Conference Thirtieth IAS Annual Meeting.

[74]  D. Casadei,et al.  Closed loop bandwidth impact on doubly fed induction machine asymmetries detection based on rotor voltage signature analysis , 2008, 2008 43rd International Universities Power Engineering Conference.

[75]  Min-Fu Hsieh,et al.  Damper windings in induction machines for reduction of unbalanced magnetic pull and bearing wear , 2011 .

[76]  Peter Tavner,et al.  Review of condition monitoring of rotating electrical machines , 2008 .

[77]  Joseph Kearney,et al.  Grid Voltage Unbalance and The Integration of DFIG’s , 2013 .

[78]  Oscar Duque,et al.  Practical Aspects of Mixed-Eccentricity Detection in PWM Voltage-Source-Inverter-Fed Induction Motors , 2010, IEEE Transactions on Industrial Electronics.

[79]  Thomas G. Habetler,et al.  A Survey on Testing and Monitoring Methods for Stator Insulation Systems of Low-Voltage Induction Machines Focusing on Turn Insulation Problems , 2008, IEEE Transactions on Industrial Electronics.

[80]  Wenxian Yang,et al.  Condition Monitoring of the Power Output of Wind Turbine Generators Using Wavelets , 2010, IEEE Transactions on Energy Conversion.

[81]  Gérard-André Capolino,et al.  Advances in Diagnostic Techniques for Induction Machines , 2008, IEEE Transactions on Industrial Electronics.

[82]  F. Filippetti,et al.  Monitoring of induction motor load by neural network techniques , 2000 .

[83]  Gérard-André Capolino,et al.  Advanced Diagnosis of Electrical Faults in Wound-Rotor Induction Machines , 2013, IEEE Transactions on Industrial Electronics.

[84]  Y. Amirat,et al.  Bearing fault detection in DFIG-based wind turbines using the first Intrinsic Mode Function , 2010, The XIX International Conference on Electrical Machines - ICEM 2010.

[85]  J. Faiz,et al.  Comprehensive Eccentricity Fault Diagnosis in Induction Motors Using Finite Element Method , 2009, IEEE Transactions on Magnetics.

[86]  Remus Pusca,et al.  Study of Rotor Faults in Induction Motors Using External Magnetic Field Analysis , 2012, IEEE Transactions on Industrial Electronics.

[87]  Gérard-André Capolino,et al.  High Frequency Resolution Techniques for Rotor Fault Detection of Induction Machines , 2008, IEEE Transactions on Industrial Electronics.

[88]  Mohamed Benbouzid,et al.  A Brief Status on Condition Monitoring and Fault Diagnosis in Wind Energy Conversion Systems , 2009 .

[89]  Peter Tavner,et al.  Survey of commercially available condition monitoring systems for wind turbines. , 2014 .

[90]  Jin-Woo Jung,et al.  Improvement of dynamic performance of doubly fed induction generator-based wind turbine power system under an unbalanced grid voltage condition , 2012 .

[91]  Wenxian Yang,et al.  Research on a simple, cheap but globally effective condition monitoring technique for wind turbines , 2008, 2008 18th International Conference on Electrical Machines.

[92]  Vicente Climente-Alarcon,et al.  Induction Motor Diagnosis by Advanced Notch FIR Filters and the Wigner–Ville Distribution , 2014, IEEE Transactions on Industrial Electronics.