Self-Commissioning of AC Motor Drives

In modern motion control and power conversion applications, the use of inverter-fed electrical machines is fast growing with continuous development in the field of power electronics and drives. The Variable Voltage Variable Frequency (VVVF) supply for electrical machines gives superior performance in terms of speed control, efficiency and dynamics compared to the machines operated directly from the mains. In one of the most basic configurations, a drive system consists of a closed loop speed control that has a current controller inside the loop. For effective and stable current control, the controller gains need to be set according to the parameters of the machine at hand. Besides, accurate parameter information is helpful in ensuring better machine exploitation as well as maintaining higher efficiency in various operating modes and conditions. The traditional methods of determining machine parameters consist of extensive machine testing under prescribed supply and ambient conditions. These methods become impracticable when the machine cannot be isolated from its load or the test equipment cannot be made available. Under such conditions, the alternatives are needed that use only the available hardware included in a standard drive to completely define the machine parameters. Self-commissioning thus comes into play in such situations. The automatic determination of machine electrical parameters before the drive is put in continuous operation is called self-commissioning of the drive system. In this thesis, self-commissioning of AC electric motors is studied, analyzed and results are presented for the implementation of different self-commissioning methods either proposed in the literature or developed in the course of this research. By far the commonest control strategy of AC machines is the vector control that allows dc machine like decoupled control of machine flux and torque. The separation of flux and torque producing current components depends heavily on the parameters of the machine at hand. In case the parameters fed to the controller do not match the actual machine parameters, the control performance deteriorates both in terms of accuracy and efficiency. For synchronous machines using permanent magnets, the magnetic model of the machine is important both for flux estimation accuracy at low speeds and for deriving maximum torque out of machine per ampere of input stator current. The identification of the magnetic model of permanent magnet synchronous machines requires special tests in a laboratory environment by loading the machine. A number of machine parameter identification methods have been studied in the past and proposed in the literature. As the power amplifier implied is almost always an inverter, the estimation of machine parameters at start-up by generating special test signals through the inverter have been researched in depth and are investigated in this thesis. These techniques are termed as offline parameter identification strategies. Other methods that focus on parameter updating during routine machine operation are called online parameter estimation methods. In this thesis, only the offline identification schemes are studied and explored further. With continuous improvements in power semiconductor devices' switching speeds and more powerful microprocessors being used for the control of electric drives, generating a host of test signals has been made possible. Analysing the machine response to the injected test signals using enhanced computational power onboard is relatively easier. These conditions favour the use of even more complex test strategies and algorithms for self-commissioning and to reduce the time required for conducting these tests. Moreover, the universal design of electric drives renders the self commissioning algorithms easily adaptable for different machine types used in industry. Among a number of AC machines available on the market, the most widely used in industrial drives are considered for study here. These include AC induction and permanent magnet synchronous machines. Induction machines still play a major part in industrial processes due, largely, to their ruggedness and maintenance-freeness; however, the permanent magnet machines are fast replacing them as competitive alternatives because of their low volume-to-power, weight-to-power ratios and higher efficiency. Their relatively light weight makes these machines a preferred choice in traction and propeller applications over their asynchronous counterparts

[1]  H. Grotstollen,et al.  A new self-commissioning scheme for an asynchronous motor drive system , 1994, Proceedings of 1994 IEEE Industry Applications Society Annual Meeting.

[2]  Thomas M. Jahns,et al.  Interior Permanent-Magnet Synchronous Motors for Adjustable-Speed Drives , 1986, IEEE Transactions on Industry Applications.

[3]  Kai Wang,et al.  DC biased stimulation method for induction motor parameters identification at standstill without inverter nonlinearity compensation , 2013, 2013 IEEE Energy Conversion Congress and Exposition.

[4]  M. Knudsen,et al.  Parameter estimation of inverter and motor model at standstill using measured currents only , 1996, Proceedings of IEEE International Symposium on Industrial Electronics.

[5]  N.R. Klaes Parameters identification of an induction machine with regard to dependencies on saturation , 1991, Conference Record of the 1991 IEEE Industry Applications Society Annual Meeting.

[6]  Hidehiko Sugimoto,et al.  Secondary Resistance Identification of an Induction-Motor Applied Model Reference Adaptive System and Its Characteristics , 1987, IEEE Transactions on Industry Applications.

[7]  A. O. Di Tommaso,et al.  Sensorless low range speed estimation and parameter identification of induction motor drives devoted to lifts automatic rescue devices , 2010, The XIX International Conference on Electrical Machines - ICEM 2010.

[8]  P. Vas Vector control of AC machines , 1990 .

[9]  H. Grotstollen,et al.  Parameter identification of an inverter-fed induction motor at standstill with a correlation method , 2002 .

[10]  Shinji Doki,et al.  Sensorless control of permanent-magnet synchronous motors using online parameter identification based on system identification theory , 2006, IEEE Transactions on Industrial Electronics.

[11]  A. Jidin,et al.  Study on Stability and Performances of DTC Due to Stator Resistance Variation , 2007, 2007 5th Student Conference on Research and Development.

[12]  Luigi Fortuna,et al.  Induction Motor Identification by a Microcomputer-Based Structure , 1987, IEEE Transactions on Industrial Electronics.

[13]  C. Cossar,et al.  A General Magnetic-Energy-Based Torque Estimator: Validation via a Permanent-Magnet Motor Drive , 2008, IEEE Transactions on Industry Applications.

[14]  B. Szabados,et al.  Dynamic motor parameter identification for high speed flux weakening operation of brushless permanent magnet synchronous machines , 1999 .

[15]  Luis J. Garces Parameter Adaption for the Speed-Controlled Static AC Drive with a Squirrel-Cage Induction Motor , 1980, IEEE Transactions on Industry Applications.

[16]  Hong Li,et al.  The implementation of parameter identification in the control of permanent magnet synchronous motor , 2011, 2011 2nd International Conference on Artificial Intelligence, Management Science and Electronic Commerce (AIMSEC).

[17]  Keiju Matsui,et al.  Torque estimation for synchronous reluctance motors using robust flux observer to magnetic saturation , 2009, 2009 IEEE International Symposium on Industrial Electronics.

[18]  Ali Keyhani,et al.  Induction machine parameter tracking from test data via PWM inverters , 1997, IAS '97. Conference Record of the 1997 IEEE Industry Applications Conference Thirty-Second IAS Annual Meeting.

[19]  T.M. Rowan,et al.  A simple on-line adaptation for indirect field orientation of an induction machine , 1989, Conference Record of the IEEE Industry Applications Society Annual Meeting,.

[20]  G. Griva,et al.  New Control Strategy for Hybrid Power Filters Using Sinusoidal Signal Integrators for Current Reference Generation , 2007, 2007 IEEE Industry Applications Annual Meeting.

[21]  Seung-Ki Sul A novel technique of rotor resistance estimation considering variation of mutual inductance , 1989 .

[22]  R. Bojoi,et al.  Maximum Efficiency per Torque Direct Flux Vector Control of Induction Motor Drives , 2015, IEEE Transactions on Industry Applications.

[23]  Werner Leonhard,et al.  Control of Electrical Drives , 1990 .

[24]  Chern-Lin Chen,et al.  Automatic IM parameter measurement under sensorless field-oriented control , 1996, Proceedings of IEEE International Symposium on Industrial Electronics.

[25]  Wootaik Lee,et al.  Experimental Estimation of Inductance for Interior Permanent Magnet Synchronous Machine Considering Temperature Distribution , 2013, IEEE Transactions on Magnetics.

[26]  M. A. Rahman,et al.  History of interior permanent magnet motors [History] , 2013, IEEE Industry Applications Magazine.

[27]  Leon M. Tolbert,et al.  Analytical method of torque calculation for interior permanent magnet synchronous machines , 2009, 2009 IEEE Energy Conversion Congress and Exposition.

[28]  G. Steiner,et al.  A simple method for self-commissioning of industrial AC motor drives without shaft encoder , 2012, Proceedings of 15th International Conference MECHATRONIKA.

[29]  R. J. Kerkman,et al.  A frequency based determination of the transient inductance and rotor resistance for field commissioning purposes , 1995, IAS '95. Conference Record of the 1995 IEEE Industry Applications Conference Thirtieth IAS Annual Meeting.

[30]  Z.Q. Zhu,et al.  Reduction of cogging torque in interior-magnet brushless machines , 2003, Digest of INTERMAG 2003. International Magnetics Conference (Cat. No.03CH37401).

[31]  Masato Koyama,et al.  Microprocessor-Based Vector Control System for Induction Motor Drives with Rotor Time Constant Identification Function , 1986, IEEE Transactions on Industry Applications.

[32]  Wang Weihua,et al.  Research on predictive control for PMSM based on online parameter identification , 2012, IECON 2012 - 38th Annual Conference on IEEE Industrial Electronics Society.

[33]  Yoichi Hori,et al.  Model Reference Adaptive Controller-Based Rotor Resistance and Speed Estimation Techniques for Vector Controlled Induction Motor Drive Utilizing Reactive Power , 2008, IEEE Transactions on Industrial Electronics.

[34]  Radu Iustin Bojoi,et al.  Self-commissioning of interior permanent magnet synchronous motor drives with high-frequency current injection , 2013, 2013 IEEE Energy Conversion Congress and Exposition.

[35]  T. Matsui,et al.  An automated secondary resistance identification scheme in vector controlled induction motor drives , 1989, Conference Record of the IEEE Industry Applications Society Annual Meeting,.

[36]  Steven B. Leeb,et al.  Identification of induction motor parameters from transient stator current measurements , 1999, IEEE Trans. Ind. Electron..

[37]  A. Tessarolo Accurate Computation of Multiphase Synchronous Machine Inductances Based on Winding Function Theory , 2012, IEEE Transactions on Energy Conversion.

[38]  E. Levi,et al.  A Review of RFO Induction Motor Parameter Estimation Techniques , 2002, IEEE Power Engineering Review.

[39]  T.M. Jahns,et al.  Uncontrolled generator operation of interior PM synchronous machines following high-speed inverter shutdown , 1998, Conference Record of 1998 IEEE Industry Applications Conference. Thirty-Third IAS Annual Meeting (Cat. No.98CH36242).

[40]  Marian P. Kazmierkowski,et al.  Direct torque control of PWM inverter-fed AC motors - a survey , 2004, IEEE Transactions on Industrial Electronics.

[41]  A. Keyhani,et al.  Estimation of induction machine parameters from standstill time domain data , 1993, Conference Record of the 1993 IEEE Industry Applications Conference Twenty-Eighth IAS Annual Meeting.

[42]  Maher Chaabene,et al.  Smart model for the identification of the induction motor parameters , 2009, 2009 6th International Multi-Conference on Systems, Signals and Devices.

[43]  Bimal K. Bose,et al.  Power Electronics and Motor Drives: Advances and Trends , 2006 .

[44]  Loganathan Umanand,et al.  Adaptation of the rotor time constant for variations in the rotor resistance of an induction motor , 1994, Proceedings of 1994 Power Electronics Specialist Conference - PESC'94.

[45]  J. De Marcos,et al.  Sensorless induction motor parameter identification and control , 2010, 2010 IEEE International Conference on Industrial Technology.

[46]  R. Bojoi,et al.  Unified direct-flux vector control of induction motor self-commissioning drive with analysis of parameter detuning effects , 2013, 2013 IEEE Energy Conversion Congress and Exposition.

[47]  M. Zigliotto,et al.  Estimation of the direct-axis inductance in PM synchronous motor drives at standstill , 2013, 2013 IEEE International Conference on Industrial Technology (ICIT).

[48]  T. M. Jahns,et al.  IPM Synchronous Machine Drive Response to Symmetrical and Asynunetrical Short Circuit Faults , 2002, IEEE Power Engineering Review.

[49]  T. M. Jahns,et al.  Comparison of interior PM machines with concentrated and distributed stator windings for traction applications , 2011, 2011 IEEE Vehicle Power and Propulsion Conference.

[50]  Tielong Shen,et al.  Nonlinear Torque Estimation for Vehicular Electrical Machines and Its Application in Engine Speed Control , 2007, 2007 IEEE International Conference on Control Applications.

[51]  R. Beguenane,et al.  A proposed induction motor speed sensor without contact from slots harmonics. Application to rotoric time constant identification , 1994 .

[52]  Yasser Gaber,et al.  Sensorless control drive of permanent magnet motor based on a simple on-line parameter identification scheme , 2011, Proceedings of the 2011 14th European Conference on Power Electronics and Applications.

[53]  Antonio R. Donadon,et al.  A stator flux synthesis approach for torque estimation of induction motors using a modified stator resistance considering the losses effect , 2013, 2013 International Electric Machines & Drives Conference.

[54]  D. Howe,et al.  Calculation of d- and q-axis inductances of PM brushless ac machines accounting for skew , 2005, IEEE Transactions on Magnetics.

[55]  Aldo Boglietti,et al.  Induction motor equivalent circuit parameters determination from standard tests made with inverter supply , 1993 .

[56]  Massimo Barcaro,et al.  IPM Machine Drive Design and Tests for an Integrated Starter–Alternator Application , 2008, IEEE Transactions on Industry Applications.

[57]  T. Daboczi,et al.  Model based torque estimation of Permanent Magnet Synchronous Machines , 2007, 2007 IEEE International Symposium on Diagnostics for Electric Machines, Power Electronics and Drives.

[58]  Giuseppe Buja,et al.  Self-commissioning of RFO IM drives: one-test identification of the magnetization characteristic of the motor , 2001 .

[59]  G. Pellegrino,et al.  Unified Direct-Flux Vector Control for AC Motor Drives , 2011, IEEE Transactions on Industry Applications.

[60]  Jeong-Jong Lee,et al.  An improved AC standstill method for testing inductances of interior PM synchronous motor considering cross-magnetizing effect , 2009, 2009 IEEE Energy Conversion Congress and Exposition.

[61]  Horst Grotstollen,et al.  Off-line identification of the electrical parameters of an industrial servo drive system , 1996, IAS '96. Conference Record of the 1996 IEEE Industry Applications Conference Thirty-First IAS Annual Meeting.

[62]  M. F. Mimouni,et al.  Effects of the rotor time constant and the mutual inductance on the behaviour of a vector controlled induction motor , 2002, IEEE International Conference on Systems, Man and Cybernetics.

[63]  David J. Atkinson,et al.  Full-order estimator for induction motor states and parameters , 1998 .

[64]  Ding Guangbin,et al.  An improved flux and torque estimation strategy of speed sensorless induction motor , 2009, 2009 Chinese Control and Decision Conference.

[65]  R. Browning Evolution of induction motors-the ever-shrinking motor , 1997 .

[66]  J. Godbersen A stand-still method for estimating the rotor resistance of induction motors , 1999, Conference Record of the 1999 IEEE Industry Applications Conference. Thirty-Forth IAS Annual Meeting (Cat. No.99CH36370).

[67]  Thomas A. Lipo,et al.  An extended Kalman filter approach to rotor time constant measurement in PWM induction motor drives , 1992 .

[68]  Jacek F. Gieras,et al.  Calculation of synchronous reactances of small permanent-magnet alternating-current motors: comparison of analytical approach and finite element method with measurements , 1998 .

[69]  S. Ichikawa,et al.  Sensorless control for all types of synchronous motors using an on-line parameter identification , 2004, 30th Annual Conference of IEEE Industrial Electronics Society, 2004. IECON 2004.

[70]  R. N. Patel,et al.  Rotor flux and torque estimator for vector controlled induction drive using ANN , 2009, 2009 International Joint Conference on Neural Networks.

[71]  G. Pellegrino,et al.  Direct Flux Field-Oriented Control of IPM Drives With Variable DC Link in the Field-Weakening Region , 2009, IEEE Transactions on Industry Applications.

[72]  G. Pellegrino,et al.  Self-commissioning of inverter nonlinear effects in AC drives , 2012, 2012 IEEE International Energy Conference and Exhibition (ENERGYCON).

[73]  Silverio Bolognani,et al.  On-line parameter commissioning in sensorless PMSM drives , 1997, ISIE '97 Proceeding of the IEEE International Symposium on Industrial Electronics.

[74]  Xiaomeng Cheng,et al.  An accurate rotor time constant estimation method for self-commissioning of multi-scale induction motor drives , 2011, 2011 IEEE Energy Conversion Congress and Exposition.

[75]  Carlo Concari,et al.  Induction Drive Health Assessment in DSP-Based Self-Commissioning Procedures , 2011, IEEE Transactions on Industrial Electronics.

[76]  P.J.C. Branco A didactic explanation of field oriented systems sensitivity , 2002 .

[77]  C. B. Jacobina,et al.  Estimating the Parameters of Induction Machines at Standstill , 2002, IEEE Power Engineering Review.

[78]  Xi Xiao,et al.  Dynamic Permanent Magnet Flux Estimation of Permanent Magnet Synchronous Machines , 2010, IEEE Transactions on Applied Superconductivity.

[79]  G. Cho,et al.  Measurement of rotor time constant taking into account magnetizing flux in the induction motor , 1994, Proceedings of 1994 IEEE Industry Applications Society Annual Meeting.

[80]  Ali Keyhani,et al.  Estimation of permanent magnet motor parameters , 1997, IAS '97. Conference Record of the 1997 IEEE Industry Applications Conference Thirty-Second IAS Annual Meeting.

[81]  R. Krishnan,et al.  Electric Motor Drives: Modeling, Analysis, and Control , 2001 .

[82]  E. G. Strangas,et al.  A simplified characterization method including saturation effects for permanent magnet Machines , 2012, 2012 XXth International Conference on Electrical Machines.

[83]  H. Schierling Self-commissioning-a novel feature of modern inverter-fed induction motor drives , 1988 .

[84]  V. Ambrozic,et al.  A step voltage method for determination of an induction motor rotor time constant in a cold state , 1993, ISIE '93 - Budapest: IEEE International Symposium on Industrial Electronics Conference Proceedings.

[85]  Robert D. Lorenz,et al.  High frequency injection-based stator flux linkage and torque estimation for DB-DTFC implementation on IPMSMs considering cross-saturation effects , 2013, 2013 IEEE Energy Conversion Congress and Exposition.

[86]  Aldo Boglietti,et al.  Induction motors field oriented control based on averaged parameters , 1994, Proceedings of 1994 IEEE Industry Applications Society Annual Meeting.

[87]  P. Guglielmi,et al.  Cross-Saturation Effects in IPM Motors and Related Impact on Sensorless Control , 2006, IEEE Transactions on Industry Applications.

[88]  Silverio Bolognani,et al.  Commissioning of Electromechanical Conversion Models for High Dynamic PMSM Drives , 2010, IEEE Transactions on Industrial Electronics.

[89]  Jun Zheng,et al.  An offline parameter identification method of induction motor , 2008, 2008 7th World Congress on Intelligent Control and Automation.

[90]  H. Grotstollen,et al.  Identification of the saturated mutual inductance of an asynchronous motor at standstill by recursive least squares algorithm , 2002 .

[91]  P. Vas,et al.  Cross-Saturation in Smooth-Air-Gap Electrical Machines , 1986, IEEE Transactions on Energy Conversion.

[92]  Alberto Tenconi,et al.  Identification of the Magnetic Model of Permanent-Magnet Synchronous Machines Using DC-Biased Low-Frequency AC Signal Injection , 2015, IEEE Transactions on Industry Applications.

[93]  H. Stemmler,et al.  Stationary frame generalized integrators for current control of active power filters with zero steady state error for current harmonics of concern under unbalanced and distorted operation conditions , 2000, Conference Record of the 2000 IEEE Industry Applications Conference. Thirty-Fifth IAS Annual Meeting and World Conference on Industrial Applications of Electrical Energy (Cat. No.00CH37129).

[94]  M. Trlep,et al.  Evaluation of saturation and cross-magnetization effects in interior permanent magnet synchronous motor , 2001, Conference Record of the 2001 IEEE Industry Applications Conference. 36th IAS Annual Meeting (Cat. No.01CH37248).

[95]  P. P. Acarnley,et al.  Induction motor parameter estimation algorithm using spectral analysis , 1992 .

[96]  Alfonso Damiano,et al.  Induction motor drive parameters identification , 1996, V IEEE International Power Electronics Congress Technical Proceedings, CIEP 96.

[97]  Nesimi Ertugrul,et al.  Field-weakening performance of interior permanent-magnet motors , 2000 .

[98]  Ching-Tsai Pan,et al.  Estimation of parameters of interior permanent magnet synchronous motors , 2002 .

[99]  Gianmario Pellegrino,et al.  Experimental Identification of the Magnetic Model of Synchronous Machines , 2013, IEEE Transactions on Industry Applications.

[100]  Mauro Zigliotto,et al.  Automatic procedure for induction motor parameter estimation at standstill , 2012 .

[101]  D.Y. Ohm,et al.  Rotor time constant adaptation method for induction motors using DC link power measurement , 1989, Conference Record of the IEEE Industry Applications Society Annual Meeting,.

[102]  Bojan Štumberger,et al.  Determination of parameters of synchronous motor with permanent magnets from measurement of load conditions , 1997 .

[103]  R. W. De Doncker,et al.  Advanced Electrical Drives: Analysis, Modeling, Control , 2010 .

[104]  R. Krishnan,et al.  A Method of Sensing Line Voltages for Parameter Adaptation of Inverter-Fed Induction Motor Servo Drives , 1987, IEEE Transactions on Industry Applications.

[105]  Philippe Viarouge,et al.  Identification of generalised models of synchronous machines from time-domain tests , 1991 .

[106]  M.A. Jabbar,et al.  Determination of Parameters for Internal Permanent Magnet Synchronous Motors , 2005, IEEE International Conference on Electric Machines and Drives, 2005..

[107]  M. Stiebler,et al.  A novel method for online stator resistance estimation of inverter-fed ac-machines without temperature sensors , 2008, 2008 11th International Conference on Optimization of Electrical and Electronic Equipment.

[108]  Hans-Peter Nee,et al.  Determination of d and q reactances of permanent-magnet synchronous motors without measurements of the rotor position , 2000 .

[109]  J. Holtz,et al.  Identification of the machine parameters in a vector controlled induction motor drive , 1989, Conference Record of the IEEE Industry Applications Society Annual Meeting,.

[110]  Y Inoue,et al.  Performance Improvement of Sensorless IPMSM Drives in a Low-Speed Region Using Online Parameter Identification , 2011, IEEE Transactions on Industry Applications.

[111]  Patrick Guillaume,et al.  Induction motor dynamic and static inductance identification using a broadband excitation technique , 1998 .

[112]  Seung-Ki Sul,et al.  Induction motor parameter tuning for high performance drives , 1998, Conference Record of 1998 IEEE Industry Applications Conference. Thirty-Third IAS Annual Meeting (Cat. No.98CH36242).

[113]  R. C. Beck,et al.  Time-domain identification of synchronous machine parameters from simple standstill tests , 1990 .

[114]  Scott Wade Parameter identification for vector controlled induction machines , 1994 .

[115]  R.D. Lorenz,et al.  Carrier signal injection based sensorless control methods for IPM synchronous machine drives , 2004, Conference Record of the 2004 IEEE Industry Applications Conference, 2004. 39th IAS Annual Meeting..

[116]  R. Krishnan,et al.  Fast estimation and compensation of rotor flux linkage in permanent magnet synchronous machines , 1999, ISIE '99. Proceedings of the IEEE International Symposium on Industrial Electronics (Cat. No.99TH8465).

[117]  Seung-Ki Sul,et al.  Control of Electric Machine Drive Systems , 2011 .

[118]  Y. Sato,et al.  On-line estimation of induction motor parameters by extended Kalman filter , 2002 .

[119]  Valéria Hrabovcová,et al.  Design of Rotating Electrical Machines , 2009 .

[120]  Slobodan N. Vukosavic,et al.  A method for magnetizing curve identification in rotor flux oriented induction machines , 2000 .

[121]  M. Globevnik,et al.  Induction motor parameters measurement at stand still , 1998, IECON '98. Proceedings of the 24th Annual Conference of the IEEE Industrial Electronics Society (Cat. No.98CH36200).

[122]  Jignesh Kania,et al.  Self commissioning: A unique feature of inverter-fed induction motor drives , 2011, 2011 Nirma University International Conference on Engineering.

[123]  Slobodan N. Vukosavic,et al.  Identification of the magnetising curve during commissioning of a rotor flux oriented induction machine , 1999 .

[124]  Yonghua Cheng,et al.  Identification of PM synchronous machines in the frequency domain by broadband excitation , 2008, 2008 International Symposium on Power Electronics, Electrical Drives, Automation and Motion.

[125]  Slobodan N. Vukosavic,et al.  On-line tuning of the rotor time constant for vector-controlled induction motor in position control applications , 1993, IEEE Trans. Ind. Electron..

[126]  Hamid A. Toliyat,et al.  Parameter estimation algorithm using spectral analysis for vector controlled induction motor drives , 1993, ISIE '93 - Budapest: IEEE International Symposium on Industrial Electronics Conference Proceedings.

[127]  V. Rajagopalan,et al.  Modeling and simulation of saturated induction motors in phase quantities , 1999 .

[128]  T. Kudor,et al.  Self-commissioning for vector controlled induction motors , 1993, Conference Record of the 1993 IEEE Industry Applications Conference Twenty-Eighth IAS Annual Meeting.

[129]  S. Hiti,et al.  Identification of machine parameters of a synchronous motor , 2003, IEEE Transactions on Industry Applications.

[130]  Jeremi Regnier,et al.  On-line parameter estimation of PMSM in open loop and closed loop , 2009, 2009 IEEE International Conference on Industrial Technology.

[131]  D.A. Andrade,et al.  DSP Based Torque Estimation in Three-phase Cage Induction Motors , 2007, 2007 IEEE International Electric Machines & Drives Conference.

[132]  Peter Vas,et al.  Sensorless vector and direct torque control , 1998 .

[133]  M. Sumner,et al.  Autocommissioning for voltage-referenced voltage-fed vector-controlled induction motor drives , 1993 .

[134]  Y. Takeda,et al.  Mechanical Sensorless Drives of IPMSM With Online Parameter Identification , 2005, IEEE Transactions on Industry Applications.

[135]  Thomas A. Lipo,et al.  Field Weakening in Buried Permanent Magnet AC Motor Drives , 1985, IEEE Transactions on Industry Applications.

[136]  Seung-Ki Sul,et al.  Inverter output voltage synthesis using novel dead time compensation , 1996 .

[137]  Debashis Chatterjee A Simple Leakage Inductance Identification Technique for Three-Phase Induction Machines Under Variable Flux Condition , 2012, IEEE Transactions on Industrial Electronics.

[138]  Alfonso Damiano,et al.  On line estimation of speed and parameters in induction motor drives , 1997, ISIE '97 Proceeding of the IEEE International Symposium on Industrial Electronics.

[139]  A. Goedtel,et al.  Torque and speed estimator for induction motor using parallel neural networks and sensorless technology , 2009, 2009 35th Annual Conference of IEEE Industrial Electronics.

[140]  Thomas A. Lipo,et al.  A Rotor Parameter Identification Scheme for Vector-Controlled Induction Motor Drives , 1985, IEEE Transactions on Industry Applications.

[141]  J. Driesen,et al.  Parameter Sensitivity and Measurement Error Propagation in Torque Estimation Algorithms for Induction Machines , 2006, 2006 IEEE Instrumentation and Measurement Technology Conference Proceedings.

[142]  Rui Esteves Araujo,et al.  Experimental evaluation on parameter identification of induction motor using continuous-time approaches , 2007, 2007 International Conference on Power Engineering, Energy and Electrical Drives.

[143]  C. Gerada,et al.  Evaluation of the machine non-linearities as an aid to develop self-commissioning in sensorless drives , 2011, Proceedings of the 2011 14th European Conference on Power Electronics and Applications.

[144]  Dianguo Xu,et al.  Initial rotor position estimation for sensorless interior PMSM with signal injection , 2010, The 2010 International Power Electronics Conference - ECCE ASIA -.

[145]  R. Krishnan,et al.  Permanent Magnet Synchronous and Brushless DC Motor Drives , 2009 .

[146]  Hamid A. Toliyat,et al.  Rotor time constant updating scheme for a rotor flux oriented induction motor drive , 1995 .

[147]  Nguyen Phung Quang,et al.  Vector Control of Three-Phase AC Machines , 2015 .

[148]  J. M. Bailey,et al.  A DSP-based position sensor elimination method with an on-line parameter identification scheme for permanent magnet synchronous motor drives , 1995, IAS '95. Conference Record of the 1995 IEEE Industry Applications Conference Thirtieth IAS Annual Meeting.

[149]  Giuseppe Buja,et al.  Inverter voltage drop-free recursive least-squares parameter identification of a PWM inverter-fed induction motor at standstill , 1997, ISIE '97 Proceeding of the IEEE International Symposium on Industrial Electronics.

[150]  J. Soulard,et al.  Inductance Calculations of Permanent-Magnet Synchronous Machines Including Flux Change and Self- and Cross-Saturations , 2008, IEEE Transactions on Magnetics.

[151]  Maria Ines Valla,et al.  MRAS identification of the induction motor parameters in PWM inverter drives at standstill , 1995, Proceedings of IECON '95 - 21st Annual Conference on IEEE Industrial Electronics.

[152]  J.-P. Louis,et al.  Parameters estimation of permanent magnet synchronous machine without adding extra-signal as input excitation , 2004, 2004 IEEE International Symposium on Industrial Electronics.

[153]  M. Zigliotto,et al.  A novel approach to torque estimation in IPM synchronous motor drives , 2012, IECON 2012 - 38th Annual Conference on IEEE Industrial Electronics Society.

[154]  Hamid A. Toliyat,et al.  Handbook of Electric Motors , 2004 .

[155]  Thomas A. Lipo,et al.  An automated rotor time-constant measurement system for indirect field-oriented drives , 1988 .

[156]  Kheng Cher Yeo,et al.  Comparison of torque estimators for PMSM , 2008, 2008 Australasian Universities Power Engineering Conference.

[157]  Tadashi Fukao,et al.  A robust rotor time constant estimation method for vector control of induction motor under any operating conditions , 1994, Proceedings of IECON'94 - 20th Annual Conference of IEEE Industrial Electronics.

[158]  G. Griva,et al.  Unified direct-flux vector control of induction motor drives with maximum torque per ampere operation , 2013, 2013 IEEE Energy Conversion Congress and Exposition.

[159]  David Uzel,et al.  Optimal control and identification of model parameters of traction interior permanent magnet synchronous motor drive , 2011, IECON 2011 - 37th Annual Conference of the IEEE Industrial Electronics Society.

[160]  G Pellegrino,et al.  Accurate Inverter Error Compensation and Related Self-Commissioning Scheme in Sensorless Induction Motor Drives , 2010, IEEE Transactions on Industry Applications.

[161]  F. Profumo,et al.  Current control strategy for power conditioners using sinusoidal signal integrators in synchronous reference frame , 2005, IEEE Transactions on Power Electronics.

[162]  Seung-Ki Sul,et al.  Maximum Torque per Ampere (MTPA) Control of an IPM Machine Based on Signal Injection Considering Inductance Saturation , 2013, IEEE Transactions on Power Electronics.

[163]  T.M. Jahns,et al.  Optimal flux weakening in surface PM machines using fractional-slot concentrated windings , 2005, IEEE Transactions on Industry Applications.

[164]  P. Sicard,et al.  Implementation of a DSP based real-time estimator of induction motors rotor time constant , 2002 .

[165]  Joachim Holtz,et al.  Vector-controlled induction motor drive with a self-commissioning scheme , 1991 .

[166]  Adel Gastli Identification of induction motor equivalent circuit parameters using the single-phase test , 1999 .

[167]  Tomonobu Senjyu,et al.  Parameter identification for interior permanent-magnet synchronous motor , 2007, 2007 International Conference on Electrical Machines and Systems (ICEMS).

[168]  P. F. Seixas,et al.  Electrical parameter estimation considering the saturation effects in induction machines , 2000, 2000 IEEE 31st Annual Power Electronics Specialists Conference. Conference Proceedings (Cat. No.00CH37018).

[169]  R.D. Lorenz,et al.  A simplified approach to continuous, online tuning of field oriented induction machine drives , 1988, Conference Record of the 1988 IEEE Industry Applications Society Annual Meeting.

[170]  Andrzej M. Trzynadlowski,et al.  Control of Induction Motors , 2000 .

[171]  Kum-Kang Huh,et al.  Comparison of interior and surface PM machines equipped with fractional-slot concentrated windings for hybrid traction applications , 2011, 2011 IEEE Energy Conversion Congress and Exposition.

[172]  Rastislav Pavlanin,et al.  VHFIM sensorless control of PMSM , 2010, 2010 IEEE International Symposium on Industrial Electronics.