Interturn Short-Circuit Faults in Permanent Magnet Synchronous Machines: An Extended Review and Comprehensive Analysis

This paper presents an extended review and recent advances in modeling and diagnosis of interturn short circuit (ITSC) faults in permanent magnet synchronous machines, supported with in-depth fault analysis. In the analysis part, the influence of the fault intensity on the machine’s parameters and performance is analyzed at various operating conditions through finite-element analysis, drive system models, and test bench measurements. The presented findings shed light on the fault signatures and factors that are affecting signature dynamics such as the fault intensity, operating conditions, resistance of the short-circuiting path, and controller action. Following the characterization of the ITSC fault, a detailed literature review on fault signature types and state-of-the art diagnosis methods are presented. The corresponding trends, shortcomings of current solutions, and potential research topics are discussed exhaustively.

[1]  Jun-Hyuk Choi,et al.  Development and Analysis of Interturn Short Fault Model of PMSMs With Series and Parallel Winding Connections , 2014, IEEE Transactions on Power Electronics.

[2]  Luis Romeral,et al.  Short-Circuit Detection by Means of Empirical Mode Decomposition and Wigner–Ville Distribution for PMSM Running Under Dynamic Condition , 2009, IEEE Transactions on Industrial Electronics.

[3]  Chanan Singh,et al.  Report of Large Motor Reliability Survey of Industrial and Commercial Installations, Part II , 1985, IEEE Transactions on Industry Applications.

[4]  Kyeong-Hwa Kim,et al.  Online fault-detecting scheme of an inverter-fed permanent magnet synchronous motor under stator winding shorted turn and inverter switch open , 2011 .

[5]  Hyung-Woo Lee,et al.  The Internal Fault Analysis of Brushless DC Motors Based on the Winding Function Theory , 2009, IEEE Transactions on Magnetics.

[6]  T.A. Lipo,et al.  Magnet-flux-nulling control of interior PM Machine drives for improved steady-state response to short-circuit faults , 2006, IEEE Transactions on Industry Applications.

[7]  Jun-Hyuk Choi,et al.  A dynamic modeling and a fault detection scheme of a PMSM under an inter turn short , 2012, 2012 IEEE Vehicle Power and Propulsion Conference.

[8]  Osama A. Mohammed,et al.  Inter-Turn Fault Detection in PM Synchronous Machines by Physics-Based Back Electromotive Force Estimation , 2013, IEEE Transactions on Industrial Electronics.

[9]  Jin Hur,et al.  Diagnosis Technique Using a Detection Coil in BLDC Motors With Interturn Faults , 2014, IEEE Transactions on Magnetics.

[10]  N. Bianchi,et al.  Fault detection of a five-phase Permanent-Magnet machine , 2008, 2008 34th Annual Conference of IEEE Industrial Electronics.

[11]  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.

[12]  Zi-Qiang Zhu,et al.  Comparative Study of Fault-Tolerant Switched-Flux Permanent-Magnet Machines , 2017, IEEE Transactions on Industrial Electronics.

[13]  Mark Sumner,et al.  Winding condition monitoring schemefor a permanent magnet machine using high-frequency injection , 2011 .

[14]  Babak Fahimi,et al.  Opportunities and Challenges of Switched Reluctance Motor Drives for Electric Propulsion: A Comparative Study , 2017, IEEE Transactions on Transportation Electrification.

[15]  Ming Cheng,et al.  Detection of Interturn Short-Circuit Fault for PMSM With Simple Fault Indicator , 2016, IEEE Transactions on Energy Conversion.

[16]  K. Bradley,et al.  Winding turn-to-turn faults in permanent magnet synchronous machine drives , 2005, Fourtieth IAS Annual Meeting. Conference Record of the 2005 Industry Applications Conference, 2005..

[17]  L. Parsa,et al.  Design and control of fault-tolerant permanent magnet machines , 2013, 2013 IEEE Workshop on Electrical Machines Design, Control and Diagnosis (WEMDCD).

[18]  Jin Hur,et al.  Detection technique for stator inter-turn faults in BLDC motors based on third harmonic components of line currents , 2015, 2015 IEEE Energy Conversion Congress and Exposition (ECCE).

[19]  Elias G. Strangas,et al.  On the Accuracy of Fault Detection and Separation in Permanent Magnet Synchronous Machines Using MCSA/MVSA and LDA , 2016, IEEE Transactions on Energy Conversion.

[20]  Xiaofeng Ding,et al.  Modeling and Analysis of Interturn Short Fault in Permanent Magnet Synchronous Motors With Multistrands Windings , 2016, IEEE Transactions on Power Electronics.

[21]  Manfeng Dou,et al.  Modeling and fault diagnosis of inter-turn short circuit for five-phase PMSM based on Particle Swarm Optimization , 2016, 2016 IEEE Applied Power Electronics Conference and Exposition (APEC).

[22]  J. Regnier,et al.  Monitoring of turn short-circuit faults in stator of PMSM in closed loop by on-line parameter estimation , 2009, 2009 IEEE International Symposium on Diagnostics for Electric Machines, Power Electronics and Drives.

[23]  Zi-Qiang Zhu,et al.  Electrical Machines and Drives for Electric, Hybrid, and Fuel Cell Vehicles , 2007, Proceedings of the IEEE.

[24]  Elias G. Strangas,et al.  Detection of static eccentricity and turn-to-turn short circuit faults in permanent magnet synchronous AC machines , 2015, 2015 IEEE 10th International Symposium on Diagnostics for Electrical Machines, Power Electronics and Drives (SDEMPED).

[25]  Sovit Kumar Pradhan,et al.  Characterstics of stator inductances with intertum fault in PMBLDC motor using winding function approach , 2013, 2013 IEEE 1st International Conference on Condition Assessment Techniques in Electrical Systems (CATCON).

[26]  Kyeong-Hwa Kim,et al.  Simple Online Fault Detecting Scheme for Short-Circuited Turn in a PMSM Through Current Harmonic Monitoring , 2011, IEEE Transactions on Industrial Electronics.

[27]  S. Gopalakrishnan,et al.  Detection of stator short circuits in VSI-fed brushless DC motors using wavelet transform , 2006, IEEE Transactions on Energy Conversion.

[28]  Haitham Abu-Rub,et al.  Discrimination of stator winding turn fault and unbalanced supply voltage in permanent magnet synchronous motor using ANN , 2013, 4th International Conference on Power Engineering, Energy and Electrical Drives.

[29]  Zhi Yang,et al.  Vibration monitoring of PM synchronous machine with partial demagnetization and inter-turn short circuit faults , 2014, 2014 IEEE Transportation Electrification Conference and Expo (ITEC).

[30]  C. Gerada,et al.  On-line detection of stator winding short-circuit faults in a PM machine using HF signal injection , 2008, 2008 18th International Conference on Electrical Machines.

[31]  Jian-wei Yang,et al.  Modeling and Fault Diagnosis of Interturn Short Circuit for Five-Phase Permanent Magnet Synchronous Motor , 2015, J. Electr. Comput. Eng..

[32]  C. Zoeller,et al.  Insulation condition monitoring of traction drives based on transient current signal resulting from differential and common mode excitation , 2015, 2015 IEEE International Electric Machines & Drives Conference (IEMDC).

[33]  L. Romeral,et al.  A Back-emf Based Method to Detect Magnet Failures in PMSMs , 2013, IEEE Transactions on Magnetics.

[34]  Jin Hur,et al.  Detection of Inter-Turn and Dynamic Eccentricity Faults Using Stator Current Frequency Pattern in IPM-Type BLDC Motors , 2016, IEEE Transactions on Industrial Electronics.

[35]  Dan M. Ionel,et al.  Diagnosis of stator short-circuit faults in series and parallel winding connections of closed-loop controlled PMSMs , 2015, 2015 IEEE International Electric Machines & Drives Conference (IEMDC).

[36]  Jin Hur,et al.  Early Detection Technique for Stator Winding Inter-Turn Fault in BLDC Motor Using Input Impedance , 2015, IEEE Transactions on Industry Applications.

[37]  Shumei Cui,et al.  Interturn Fault Diagnosis Strategy for Interior Permanent-Magnet Synchronous Motor of Electric Vehicles Based on Digital Signal Processor , 2016, IEEE Transactions on Industrial Electronics.

[38]  Yongchun Liang,et al.  A comparative study on inter-tern short circuit fault of PMSM using finite element analysis and experiment , 2015, 2015 International Conference on Advanced Mechatronic Systems (ICAMechS).

[39]  A.H. Bonnett,et al.  Increased Efficiency Versus Increased Reliability , 2008, IEEE Industry Applications Magazine.

[40]  Babak Nahid-Mobarakeh,et al.  Modeling and diagnostic of incipient inter-turn faults for a three phase permanent magnet synchronous motor using wavelet transform , 2015, 2015 IEEE Industry Applications Society Annual Meeting.

[41]  Jin Hur,et al.  Comparison of the Fault Characteristics of IPM-Type and SPM-Type BLDC Motors Under Inter-Turn Fault Conditions Using Winding Function Theory , 2014, IEEE Transactions on Industry Applications.

[42]  Sandipan Mishra,et al.  Fault-Tolerant Operation of Multiphase Permanent-Magnet Machines Using Iterative Learning Control , 2014, IEEE Journal of Emerging and Selected Topics in Power Electronics.

[43]  Jiabin Wang,et al.  Analytical Prediction of the Short-Circuit Current in Fault-Tolerant Permanent-Magnet Machines , 2008, IEEE Transactions on Industrial Electronics.

[44]  L. Romeral,et al.  Diagnosis of Interturn Faults in PMSMs Operating Under Nonstationary Conditions by Applying Order Tracking Filtering , 2013, IEEE Transactions on Power Electronics.

[45]  Narayan C. Kar,et al.  Analysis of stator winding inter-turn short-circuit fault in interior and surface mounted permanent magnet traction machines , 2014, 2014 IEEE Transportation Electrification Conference and Expo (ITEC).

[46]  B. Nahid-Mobarakeh,et al.  Synchronous Demodulation of Control Voltages for Stator Interturn Fault Detection in PMSM , 2013, IEEE Transactions on Power Electronics.

[47]  Kwanghee Nam,et al.  Dynamic Modeling and Control for SPMSMs With Internal Turn Short Fault , 2013, IEEE Transactions on Power Electronics.

[48]  Shih-Chin Yang On-Line Turn Fault Detection of Interior Permanent Magnet Machines Using the Pulsating-Type Voltage Injection , 2015, 2015 IEEE Energy Conversion Congress and Exposition (ECCE).

[49]  M. A. Shamsi Nejad,et al.  Inter-turn stator winding fault diagnosis and determination of fault percent in PMSM , 2011, 2011 IEEE Applied Power Electronics Colloquium (IAPEC).

[50]  Jorge G. Cintron-Rivera,et al.  Mitigation of Turn-to-Turn Faults in Fault Tolerant Permanent Magnet Synchronous Motors , 2015, IEEE Transactions on Energy Conversion.

[51]  Chris Gerada,et al.  Turn–turn short circuit fault management in permanent magnet machines , 2015 .

[52]  C. Gerada,et al.  Modeling of Different Winding Configurations for Fault-Tolerant Permanent Magnet Machines to Restrain Interturn Short-Circuit Current , 2012, IEEE Transactions on Energy Conversion.

[53]  Wang Ling,et al.  Fault Detection of Stator Winding Interturn Short Circuit in PMSM Based on Wavelet Packet Analysis , 2013, 2013 Fifth International Conference on Measuring Technology and Mechatronics Automation.

[54]  Gilsu Choi,et al.  PM Synchronous Machine Drive Response to Asymmetrical Short-Circuit Faults , 2014, IEEE Transactions on Industry Applications.

[55]  W. Hua,et al.  Comparison of flux-switching and doubly-salient permanent magnet brushless machines , 2005, 2005 International Conference on Electrical Machines and Systems.

[56]  Mohamed Gabsi,et al.  5-phase flux switching machine insulation failure detection using vibration monitoring , 2014, 2014 17th International Conference on Electrical Machines and Systems (ICEMS).

[57]  Jiabin Wang,et al.  Stationary Frame Fault-Tolerant Current Control of Polyphase Permanent-Magnet Machines Under Open-Circuit and Short-Circuit Faults , 2016, IEEE Transactions on Power Electronics.

[58]  Yongchun Liang,et al.  Evaluating the stator winding inter-tern short circuit fault of permanent magnet motor using FEA combined with experiment , 2014, 2014 17th International Conference on Electrical Machines and Systems (ICEMS).

[59]  K. J. Tseng,et al.  An approach for on-line electrical machine winding inter-turn fault detection , 2014, 2014 IEEE PES General Meeting | Conference & Exposition.

[60]  Yao Da,et al.  A New Approach to Fault Diagnostics for Permanent Magnet Synchronous Machines Using Electromagnetic Signature Analysis , 2013, IEEE Transactions on Power Electronics.

[61]  Henk Polinder,et al.  Analysis and Neutral Voltage-Based Detection of Interturn Faults in High-Speed Permanent-Magnet Machines With Parallel Strands , 2015, IEEE Transactions on Industrial Electronics.

[62]  L. Parsa,et al.  A Unified Fault-Tolerant Current Control Approach for Five-Phase PM Motors With Trapezoidal Back EMF Under Different Stator Winding Connections , 2013, IEEE Transactions on Power Electronics.

[63]  Zhe Chen,et al.  Incipient Stator Insulation Fault Detection of Permanent Magnet Synchronous Wind Generators Based on Hilbert–Huang Transformation , 2014, IEEE Transactions on Magnetics.

[64]  Alberto Bellini,et al.  Evaluation of Combined Reference Frame Transformation for Interturn Fault Detection in Permanent-Magnet Multiphase Machines , 2015, IEEE Transactions on Industrial Electronics.

[65]  Kyeong-Hwa Kim,et al.  Fault model and performance evaluation of an inverter-fed permanent magnet synchronous motor under winding shorted turn and inverter switch open , 2010 .

[66]  Jordi-Roger Riba,et al.  Detection of inter-turns short circuits in permanent magnet synchronous motors operating under transient conditions by means of the zero sequence voltage , 2011, Proceedings of the 2011 14th European Conference on Power Electronics and Applications.

[67]  T. Sebastian,et al.  Inter winding short circuit faults in permanent magnet synchronous motors used for high performance applications , 2012, 2012 IEEE Energy Conversion Congress and Exposition (ECCE).

[68]  L. Parsa,et al.  Post-fault control technique for multi-phase PM motor drives under short-circuit faults , 2013, 2013 Twenty-Eighth Annual IEEE Applied Power Electronics Conference and Exposition (APEC).

[69]  Guohai Liu,et al.  Winding turn-to-turn faults detection of five-phase fault-tolerant permanent-magnet machine based on parametric model , 2012, 2012 15th International Conference on Electrical Machines and Systems (ICEMS).

[70]  Selin Aviyente,et al.  Time–Frequency Analysis for Efficient Fault Diagnosis and Failure Prognosis for Interior Permanent-Magnet AC Motors , 2008, IEEE Transactions on Industrial Electronics.

[71]  David A. Cartes,et al.  Application of artificial intelligence to stator winding fault diagnosis in Permanent Magnet Synchronous Machines , 2013 .

[72]  Yongchun Liang,et al.  Diagnosis of inter-turn short-circuit stator winding fault in PMSM based on stator current and noise , 2014, 2014 IEEE International Conference on Industrial Technology (ICIT).

[73]  Chengning Zhang,et al.  Analysis of stator winding inter-turn short circuit fault of PMSM for electric vehicle based on finite element simulation , 2014, 2014 IEEE Conference and Expo Transportation Electrification Asia-Pacific (ITEC Asia-Pacific).

[74]  Bon-Gwan Gu,et al.  Study of IPMSM Interturn Faults Part I: Development and Analysis of Models With Series and Parallel Winding Connections , 2016, IEEE Transactions on Power Electronics.

[75]  M. Azizur Rahman,et al.  Development and Implementation of a Novel Fault Diagnostic and Protection Technique for IPM Motor Drives , 2009, IEEE Transactions on Industrial Electronics.

[76]  T. Sebastian,et al.  Fault analysis of a PM brushless DC Motor using finite element method , 2005, IEEE Transactions on Energy Conversion.

[77]  J. Cusido,et al.  Fault detection by means of Hilbert Huang Transform of the stator current in a PMSM with demagnetization , 2010, 2007 IEEE International Symposium on Intelligent Signal Processing.

[78]  B Vaseghi,et al.  Inductance Identification and Study of PM Motor With Winding Turn Short Circuit Fault , 2011, IEEE Transactions on Magnetics.

[79]  Babak Nahid-Mobarakeh,et al.  Effects of Imperfect Manufacturing Process on Electromagnetic Performance and Online Interturn Fault Detection in PMSMs , 2015, IEEE Transactions on Industrial Electronics.

[80]  Leila Parsa,et al.  Global Fault-Tolerant Control Technique for Multiphase Permanent-Magnet Machines , 2015, IEEE Transactions on Industry Applications.

[81]  Ali Emadi,et al.  Making the Case for Electrified Transportation , 2015, IEEE Transactions on Transportation Electrification.

[82]  B Mahdi Ebrahimi,et al.  Feature Extraction for Short-Circuit Fault Detection in Permanent-Magnet Synchronous Motors Using Stator-Current Monitoring , 2010, IEEE Transactions on Power Electronics.

[83]  Jiri Dusek,et al.  Impact of Slot/Pole Combination on Inter-Turn Short-Circuit Current in Fault-Tolerant Permanent Magnet Machines , 2016, IEEE Transactions on Magnetics.

[84]  N. Takorabet,et al.  Estimating Permanent-Magnet Motor Parameters Under Inter-Turn Fault Conditions , 2012, IEEE Transactions on Magnetics.

[85]  Luis Romeral,et al.  Modeling of Surface-Mounted Permanent Magnet Synchronous Motors With Stator Winding Interturn Faults , 2011, IEEE Transactions on Industrial Electronics.

[86]  Chris Gerada,et al.  Design Considerations for a Fault-Tolerant Flux-Switching Permanent-Magnet Machine , 2011, IEEE Transactions on Industrial Electronics.

[87]  Gyu-Hong Kang,et al.  Inter-turn fault analysis of IPM type BLDC motor using fault impedance modeling , 2011, 8th International Conference on Power Electronics - ECCE Asia.

[88]  W.G. Zanardelli,et al.  Identification of Intermittent Electrical and Mechanical Faults in Permanent-Magnet AC Drives Based on Time–Frequency Analysis , 2007, IEEE Transactions on Industry Applications.

[89]  Jin Huang,et al.  Online Interturn Fault Diagnosis of Permanent Magnet Synchronous Machine Using Zero-Sequence Components , 2015, IEEE Transactions on Power Electronics.

[90]  Mohamed A. Khan,et al.  The detection of interturn short circuit faults in axial-flux permanent magnet machine with concentrated windings , 2015, 2015 IEEE Energy Conversion Congress and Exposition (ECCE).

[91]  Sami Hlioui,et al.  Hybrid-excited flux-switching machine for DC alternator applications. New design for fault short-circuit current limitation , 2016, 2016 International Conference on Electrical Sciences and Technologies in Maghreb (CISTEM).

[92]  Fan Wu,et al.  Influence of Third Harmonic Back EMF on Modeling and Remediation of Winding Short Circuit in a Multiphase PM Machine With FSCWs , 2016, IEEE Transactions on Industrial Electronics.

[93]  Zhi Yang,et al.  Comparative Study of Interior Permanent Magnet, Induction, and Switched Reluctance Motor Drives for EV and HEV Applications , 2015, IEEE Transactions on Transportation Electrification.

[94]  O. A. Mohammed,et al.  Inter-turn fault detection in PM synchronous machines by physics-based EMF estimation , 2012, 2012 IEEE Energy Conversion Congress and Exposition (ECCE).

[95]  B. Nahid-Mobarakeh,et al.  Back-EMF Based Detection of Stator Winding Inter-turn Fault for PM Synchronous Motor Drives , 2007, 2007 IEEE Vehicle Power and Propulsion Conference.

[96]  P. Pillay,et al.  A New Algorithm for the Detection of Faults in Permanent Magnet Machines , 2006, IECON 2006 - 32nd Annual Conference on IEEE Industrial Electronics.

[97]  D. Cartes,et al.  Application of Artificial Intelligence to Real-Time Fault Detection in Permanent-Magnet Synchronous Machines , 2013, IEEE Transactions on Industry Applications.

[98]  I. Slama-Belkhodja,et al.  Fault-Tolerant Control Using the GA Optimization Considering the Reluctance Torque of a Five-Phase Flux Switching Machine , 2015, IEEE Transactions on Energy Conversion.

[99]  Jin Hur,et al.  Diagnosis technique for stator winding inter-turn fault in BLDC motor using detection coil , 2015, 2015 9th International Conference on Power Electronics and ECCE Asia (ICPE-ECCE Asia).

[100]  Bilal Akin,et al.  A simplified mathematical approach to model and analyze magnet defects fault signatures in permanent magnet synchronous motors , 2015, 2015 IEEE Industry Applications Society Annual Meeting.

[101]  Chris Gerada,et al.  Non-linear circuit based model of permanent magnet synchronous machine under inter-turn fault: a simple approach based on healthy machine data , 2016 .

[102]  Yongchun Liang,et al.  The correlation analysis of PM inter-turn fault based on stator current and vibration signal , 2015, 2015 IEEE International Conference on Mechatronics and Automation (ICMA).

[103]  Thomas G. Habetler,et al.  An On-Line Stator Turn Fault Detection Method for Interior PM Synchronous Motor Drives , 2007, APEC 07 - Twenty-Second Annual IEEE Applied Power Electronics Conference and Exposition.

[104]  T.G. Habetler,et al.  A Survey of Methods for Detection of Stator-Related Faults in Induction Machines , 2007, IEEE Transactions on Industry Applications.

[105]  Jiabin Wang,et al.  Analytical prediction of inter-turn short-circuit current in fault-tolerant permanent magnet brushless machines , 2008 .

[106]  Leila Parsa,et al.  Recent Advances in Modeling and Online Detection of Stator Interturn Faults in Electrical Motors , 2011, IEEE Transactions on Industrial Electronics.

[107]  Thomas M. Jahns,et al.  Analytical modeling of inter-turn short circuit for multiphase fault-tolerant PM machines with fractional-slot concentrated windings , 2015, 2015 IEEE Energy Conversion Congress and Exposition (ECCE).

[108]  Ming Cheng,et al.  Fault diagnosis of mechanical unbalance for permanent magnet synchronous motor drive system under nonstationary condition , 2013, 2013 IEEE Energy Conversion Congress and Exposition.

[109]  Fan Wu,et al.  Design and Experimental Verification of a Short-Circuit Proof Six-Phase Permanent Magnet Machine for Safety Critical Applications , 2014, IEEE Transactions on Magnetics.

[110]  Yuan Qi,et al.  Analysis and Detection of Inter-Turn Short-Circuit Fault Through Extended Self-Commissioning , 2017, IEEE Transactions on Industry Applications.

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

[112]  N.Y. Abed,et al.  Internal Short Circuit Fault Diagnosis for PM Machines Using FE-Based Phase Variable Model and Wavelets Analysis , 2007, IEEE Transactions on Magnetics.

[113]  Li Zhang,et al.  Stator winding inter-turn short circuit faults severity detection controlled by OW-SVPWM without CMV of five-phase FTFSCW-IPM , 2015, 2015 18th International Conference on Electrical Machines and Systems (ICEMS).

[114]  Osama A. Mohammed,et al.  FE-based physical phase variable model of PM synchronous machines under stator winding short circuit faults , 2006 .

[115]  J. Cusido,et al.  On the short-circuiting Fault Detection in a PMSM by means of Stator Current Transformations , 2007, 2007 IEEE Power Electronics Specialists Conference.

[116]  Fiorenzo Filippetti,et al.  Recent developments of induction motor drives fault diagnosis using AI techniques , 2000, IEEE Trans. Ind. Electron..

[117]  Jiabin Wang,et al.  Performance Comparison and Winding Fault Detection of Duplex 2-Phase and 3-Phase Fault-Tolerant Permanent Magnet Brushless Machines , 2007, 2007 IEEE Industry Applications Annual Meeting.

[118]  Serhiy Bozhko,et al.  A review on turn-turn short circuit fault management , 2015, 2015 International Conference on Electrical Systems for Aircraft, Railway, Ship Propulsion and Road Vehicles (ESARS).

[119]  Bilal Gumus,et al.  A new approach to detect stator fault in permanent magnet synchronous motors , 2015, 2015 IEEE 10th International Symposium on Diagnostics for Electrical Machines, Power Electronics and Drives (SDEMPED).

[120]  E. Lorenzani,et al.  Experimental evaluation of combined reference frames transformation for stator fault detection in multi-phase machines , 2013, 2013 9th IEEE International Symposium on Diagnostics for Electric Machines, Power Electronics and Drives (SDEMPED).

[121]  Mark Sumner,et al.  Condition monitoring approach for permanent magnet synchronous motor drives based on the INFORM method , 2016 .

[122]  Manuel A. Mazzoletti,et al.  A Model-Based Strategy for Interturn Short-Circuit Fault Diagnosis in PMSM , 2017, IEEE Transactions on Industrial Electronics.

[123]  J. Regnier,et al.  Detection of turn short-circuit faults in stator of PMSM by on-line parameter estimation , 2008, 2008 International Symposium on Power Electronics, Electrical Drives, Automation and Motion.

[124]  Jordi-Roger Riba,et al.  Inter-turn fault detection in five-phase pmsms. Effects of the fault severity , 2013, 2013 9th IEEE International Symposium on Diagnostics for Electric Machines, Power Electronics and Drives (SDEMPED).

[125]  Massimo Bongiorno,et al.  Modeling and harmonic analysis of a permanent magnet synchronous machine with turn-to-turn fault , 2015, 2015 17th European Conference on Power Electronics and Applications (EPE'15 ECCE-Europe).