A REVIEW OF SENSOR REDUCTION TECHNIQUES IN PERMANENT MAGNET SYNCHRONOUS MOTOR DRIVES

B. Singh,∗ B.P. Singh,∗ and S. Dwivedi∗∗

References

  1. [1] B.K. Bose, Power electronics and AC drives (EnglewoodCliffs, NJ: Prentice Hall, 1980).
  2. [2] T. Kenjo & S. Nagamori, Permanent-magnet and brushlessDC motors (Oxford: Clarendon Press, 1985).
  3. [3] T.J.E. Miller, Brushless permanent-magnet and reluctancemotor drives (Oxford: Clarendon Press, 1989).
  4. [4] P. Pillay (Ed.), Performance and design of permanent mag-net Ac motor drives, a tutorial course, Proc. IEEE Conf.Industrial Application Society, San Diego, CA, 1989.
  5. [5] Y. Dote, Servomotor and motion control using digital signalprocessors (New Jersey: Texas Instruments, 1990).
  6. [6] Y. Dote & S. Kinoshita, Brushless Servomotors Fundamentalsand Applications (Oxford: Clarendon Press, 1990).
  7. [7] J.R. Hendershot & T.J.E. Miller, Design of brushlesspermanent-magnet motors (Oxford: Magna Physics Publish-ing and Clarendon Press, 1994).
  8. [8] D.C. Hanselman, Brushless permanent-magnet motor design(New York, USA: McGraw-Hill, 1994).
  9. [9] K. Rajashekara, A. Kawamura, & K. Matsuse, Sensorlesscontrol of ac motor drives (New York, USA: IEEE Press, 1996).
  10. [10] B.K. Bose, Power electronics and variable frequencydrives, technology and applications (New York, USA: IEEEPress, 1997).
  11. [11] P. Vas, Sensorless vector and direct torque control (Oxford,UK: Oxford University Press, 1998).
  12. [12] J.F. Gieras & M. Wing, Permanent magnet motor technology(New York: Marcel Dekker, Inc., 2002).
  13. [13] M.P. Kazmierkowski, R. Krishnan, & F. Blaabjerg, Control inpower electronics selected problem (California, USA: AcademicPress, 2002).
  14. [14] P. Min-Ho & L. Hong-Hee, Sensorless vector control of per-manent magnet synchronous motor using adaptive identifi-cation, Proc. IEEE IECON, Philadelphia, PA, 1989, vol. 1,209–214.
  15. [15] P. Pillay & P. Freere, Literature survey of permanent magnetAC motors and drives, Proc. IEEE Ind. Applicat. Soc. AnnualMeeting, 1989, 74–84.
  16. [16] B. Singh, Recent advances in permanent magnet brushlessDC motors, Sadhana, 22 (6), 1997, 837–853.
  17. [17] S. Ogasawara & H. Akagi, An approach to position sensorlessdrive for brushless DC motors, Proc. IEEE Ind. Applicat.Soc. Annual Meeting, Seattle, WA, 1990, 443–447.
  18. [18] P.W. Lee & C. Pollock, Rotor position detection techniquesfor brushless permanent-magnet and reluctance motor drives,Proc. IEEE Ind. Applicat. Soc. Annual Meeting, Houston,TX, 1992, 448–455.
  19. [19] L. Tian-Hua & C. Chien-Ping, Adaptive control for a sensor-less permanent-magnet synchronous motor drive, Proc. IEEEPEMC, San Diego, CA, 1992, 413–418.
  20. [20] P. Acarnley, Sensorless position detection in permanent mag-net drives, IEE Colloquium on Permanent Magnet Machinesand Drives, 1993, 10/1–10/4.
  21. [21] B.J. Brunsbach, G. Henneberger, & T. Klepsch, Positioncontrolled permanent excited synchronous motor withoutmechanical sensors, Proc. IEEE EPA, Brighton, 1993, 38–43.
  22. [22] J. Holtz, Speed estimation and sensorless control of AC drives,Proc. IEEE IECON, 1993, 649–654.
  23. [23] L. Tian-Hua & C. Chien-Ping, Adaptive control for a sen-sorless permanent-magnet synchronous motor drive, IEEETransactions on Aerospace and Electronic Systems, 30 (3),1994, 900–909.
  24. [24] M.A. Hoque & M.A. Rahman, Speed and position sensorlesspermanent magnet synchronous motor drives, Proc. IEEEECE, Halifax, NS, 1994, 689–692.
  25. [25] J. Holtz, State of the art of controlled AC drives withoutspeed sensor, Proc. IEEE PEDS, 1995, 1–6.
  26. [26] J. Jiang & J. Holtz, Speed sensorless AC drive for highdynamic performance and steady state accuracy, Proc. IEEEIECON, Orlando, FL, 1995, 1029–1034.
  27. [27] M. Code, A unified drive-how and why?, IEE Colloquiumon Advances in Control Systems for Electric Drives, 1995,6/1–6/4.
  28. [28] T. Senjyu, T. Shimabukuro, & K. Uezato, Vector controlof permanent magnet synchronous motors without positionand speed sensors, Proc. IEEE PESC, Atlanta, GA, 1995,759–765.
  29. [29] C. French, P. Acarnley, & I. Al-Bahadly, Sensorless posi-tion control of permanent magnet drives, Proc. IEEE IAS,Orlando, FL, 1995, 61–68.
  30. [30] P.D.C. Perera, F. Blaabjerg, J.K. Pedersen, & P. Thogersen,A sensorless, stable V/f control method for permanent-magnetsynchronous motor drives, IEEE Transactions on IndustryApplications, 39(3), 2003, 783–791.
  31. [31] K. Joohn-Sheok & S. Seung-Ki, New approach for the lowspeed operation of the PMSM drives with rotational positionsensors, Proc. IEEE PESC, Atlanta, GA, 1995, 766–771.
  32. [32] D.G. Taylor & K.R. Shouse, Method and apparatus forsensorless control of permanent magnet synchronous motor,U.S. Patent No. 5569994, 1996.
  33. [33] H. Fengtai Huang & C. Teng Seng, Implementation of an on-line simulator for sensorless permanent magnet synchronousmotor drives, Proc. IEEE IECON, Taipei, 1996, 1199–1203.
  34. [34] P. Vas & W. Drury, Electrical machines and drives: presentand future, Proc. IEEE MELECON, Bari, 1996, 67–74.
  35. [35] H. Jun, Z. Dong-qi, & W. Bin, Permanent magnet synchronousmotor drive without mechanical sensors, Proc. IEEE ECE,Calgary, Alberta, 1996, 603–606.
  36. [36] B.K. Bose, High performance control and estimation in ACdrives, Proc. IEEE IECON, New Orleans, LA, 1997, 377–385.
  37. [37] T.-L. Hsien, Y.Y. Sun, & M.C. Tsai, H∞ control for asensorless permanent-magnet synchronous drive, Proceedingsof IEE-Electric Power Applications, 144(3), 1997, 173–181.
  38. [38] J. Jinsheng & H. Joachim, High dynamic speed sensorlessAC drive with on-line model parameter tuning for steady-state accuracy, IEEE Transactions on Industrial Electronics,44(2), 1997, 240–246.
  39. [39] M.A. Jabbar, M.A. Hoque, & M.A. Rahman, Sensorlesspermanent magnet synchronous motor drives, Proc. IEEECanadian Conf. ECE, St. Johns, Newfoundland, 1997, 878–883.
  40. [40] N. Ertugrul & P.P. Acarnley, Indirect rotor position sensingin real-time for brushless permanent magnet motor drives,Proc. IEEE APE, Atlanta, GA, 1997, 736–742.
  41. [41] A.H. Wijenayake & P.B. Schmidt, A more accurate perma-nent magnet synchronous motor model by taking parametervariations and loss components into account for sensorlesscontrol applications, Proc. IEEE IEMD, Milwaukee, WI,1997, TD1/1.1–TD1/1.3.
  42. [42] T. Song, M.F. Rahman, & K.W. Lim, A singular perturba-tion approach to sensorless control of a permanent magnetsynchronous motor, Proc. IEEE IEMD, Milwaukee, WI, 1997,MC3/7.1–MC3/7.3.
  43. [43] F. Minghua & X. Longya, A novel sensorless control techniquefor permanent magnet synchronous motor (PMSM) usingdigital signal Processor (DSP), Proc. NAECO, Dayton, OH,1997, 403–408.
  44. [44] V. Sadasivam & X. Longya, A robust position sensorlessvector control of permanent magnet machines by torque angleestimation, Proc. IEEE PEDS, 1997, 524–529.13
  45. [45] K. Joohn-Sheok & S. Seung-Ki, New approach for high-performance PMSM drives without rotational position sen-sors, Proceedings of IEEE Transactions on Power Electronics,12(5), 1997, 904–911.
  46. [46] B.K. Bose, High performance control and estimation in ACdrives, Proc. IEEE IECON, New Orleans, LA, 1997, 377–385.
  47. [47] S.M.A. Sharkh & V. Barinberg, A new approach to rotorposition estimation for a PM brushless motor drive, Proc.IEEE MELECON, Tel-Aviv, 1998, 1199–1203.
  48. [48] T. Pana, M. Imecs, C. Rusu, & E.B. Szoke, Matlab toolbox forspeed sensorless vector controlled synchronous and inductionmotor drive system, Proc. IEEE OPTIM, 1998, 595–600.
  49. [49] K.S. Low, Y.Z. Deng, & X.L. Guo, Two-degree-of-freedomcontrol of a PMSM drive without mechanical sensor, Proc.IEEE IECON, Aachen, 1998, 498–502.
  50. [50] K.R. Shouse & D.G. Taylor, Sensorless velocity control ofpermanent-magnet synchronous motors, IEEE Transactionson Control Systems Technology, 6(3), 1998, 313–324.
  51. [51] M. Fu & L. Xu, A sensorless direct torque control techniquefor permanent magnet synchronous motors, Proc. IEEE conf.on Power Electronics in Transportation, Dearborn, MI, 1998,21–28.
  52. [52] H. Cheol Kim, Method and apparatus for driving a polyphasesensorless motor, U.S. Patent no. 5907225, 25 May 1999.
  53. [53] H. Sakakibara, T. Okuno, K. Obuyashi, & H. Tsuji, Sensorlesscontrol system and method of permanent magnet synchronousmotor, U.S. Patent no. 5903128, 1999.
  54. [54] H.-J. Gutt, V. Bosch, & D. Reismayr, Sensorless direct controlof brushless inverter fed permanent magnet excited AC motordrive system, Proc. IEEE PES, 1999, 838–841.
  55. [55] D. Fodor & J. Vass, Sensorless control of field oriented ACmotors using embedded DSP board, Proc. IEEE ISIE, Bled,1999, 392–397.
  56. [56] C.M. Ritter & J.L. Silvino, An alternative sensorless field ori-entation method, IEEE Transactions on Energy Conversion,14(4), 1999, 1335–1340.
  57. [57] J.X. Shen & K.J. Tseng, Analyses and compensation of rotorposition detection error in a sensorless PM brushless DCmotor, Proc. IEEE IEMD, Seattle, WA, 1999, 81–83.
  58. [58] A. Dumitrescu, D. Fodor, T. Jokinen, M. Rosu, & S. Bucuren-ciu, Modeling and simulation of electric drive systems usingMatlab/Simulink environments, Proc. IEEE IEMD, Seattle,WA, 1999, 451–453.
  59. [59] D. Yousfi, M. Azizi, & S. Saad, Sensorless position and speeddetection for permanent magnet synchronous motor, Proc.IEEE PIEMC, Beijing, 2000, 1224–1229.
  60. [60] H. Yoon-Seok, C. Jung-Soo, & K. Young-Seok, SensorlessPMSM drive with a sliding mode control based adaptivespeed and stator resistance estimator, IEEE Transactions onMagnetics, 36(5), 2000, 3588–3591.
  61. [61] D. Yousfi, M. Azizi, & A. Saad, Sensorless position and speeddetection for permanent magnet synchronous motor, Proc.IEEE PIEMC, Beijing, 2000, 1224–1229.
  62. [62] J. Holtz, Is sensorless position control of standard inductionmotors a feasible technology?, Proc. IEEE PIEMC, 2000,21–32.
  63. [63] L. Harnefors & H.P. Nee, A general algorithm for speed andposition estimation of AC motors, IEEE Transactions onIndustrial Electronics, 47(1), 2000, 77–83.
  64. [64] W.K. Pek, K.W. Lim, & S.K. Panda, Evaluating the robust-ness of a sensorless controller for permanent magnet syn-chronous motor drives, Proc. IEEE IECON, Nagoya, 2000,1389–1394.
  65. [65] Y. Li & N. Ertugrul, A novel position sensorless control forpermanent magnet AC motors, Proc. IEEE PIEMC, 2000,169–174.
  66. [66] L. Harnefors, M. Jansson, R. Ottersten, & K. Pietilainen,Unified sensorless vector control of synchronous and inductionmotors, IEEE Transactions on Industrial Electronics, 50(1),2003, 153–160.
  67. [67] F.M.H. Khater, F.I. Ahmed, & M.I. Abu El-Sebah, Detectionof rotor position of permanent magnet synchronous motor,Proc. IEEE SICE, Nagoya, 2001, 74–77.
  68. [68] J. Oyama, K. Ogawa, T. Higuchi, E. Rashad, M. Mamo, &M. Sawamura, Sensorless vector control of IPM motors overwhole speed range, Proc. IEEE PEDS, 2001, 448–451.
  69. [69] P. Han-Woong, L. Sang-Hoon, W. Tae-Hyun, K. Moon-Soo,& K. Cheul-U, Position sensorless speed control scheme forpermanent magnet synchronous motor drives, Proc. IEEEISIE, Pusan, 2001, 632–636.
  70. [70] K. Sakamoto, Y. Iwaji, T. Endo, & T. Takakura, Positionand speed sensorless control for PMSM drive using directposition error estimation, Proc. IEEE IECON, Denver, CO,2001, 1680–1685.
  71. [71] S. Saha, T. Tazawa, K. Narazaki, H. Murakami, & Y. Honda,A novel sensorless control drive for an interior permanentmagnet motor, Proc. IEEE IECON, Denver, CO, 2001, 1655–1660.
  72. [72] J.X. Shen, Z.Q. Zhu, & D. Howe, Improved speed estimationin sensorless PM brushless AC drives, Proc. IEEE IEMDC,Cambridge, MA, 2001, 960–966.
  73. [73] M. Leksell, L. Harnefors, & M. Jansson, Direct sensorlessspeed control of PM-motors-a simple and effective sensorlessmethod, Proc. IEEE PESC, Vancouver, BC, 2001, 805–810.
  74. [74] N.R. Patel & T.P. O’meara, System and method for controllinga position sensorless permanent magnet motor, U.S. Patentno. 6163127, 19 December 2002.
  75. [75] J.X. Shen, Z.Q. Zhu, & D. Howe, Improved speed estimationin sensorless PM brushless AC drives, IEEE Transactions onIndustry Applications, 38(4), 2002, 1072–1080.
  76. [76] K. Hyunbae, M.C. Harke, & R.D. Lorenz, Sensorless controlof interior permanent magnet machine drives with zero-phase-lag position estimation, Proc. IEEE IAS, 2002, 1661–1667.
  77. [77] R. Masaki, S. Kaneko, M. Hombu, T. Sawada, & S. Yoshihara,Development of a position sensorless control system on anelectric vehicle driven by a PMSM, Proc. IEEE PCC, Osaka,2002, 571–576.
  78. [78] M.E. Haque, L. Zhong, & M.F. Rahman, A sensorless speedestimator for application in a direct torque controller of aninterior permanent magnet synchronous motor drive, incor-porating compensation of offset error, Proc. IEEE PESC,2002, 276–281.
  79. [79] C. Lascu & A.M. Trzynadlowski, Combining the principlesof sliding mode, direct torque control, and space vectormodulation in a high-performance sensorless AC drive, Proc.IEEE IAS’02, 2002, 2073–2079.
  80. [80] S. Morimoto, K. Kawamoto, M. Sanada, & Y. Takeda,Sensorless control strategy for salient pole PMSM based onextended EMF in rotating reference frame, IEEE Transactionson Industry Applications, 38(4), 2002, 1054–1061.
  81. [81] S. Green, D.J. Atkinson, A.G. Jack, B.C. Mecrow, & A. King,Sensorless operation of a fault tolerant PM drive, IEE-ElectricPower Applications, 150(2), 2003, 117–125.
  82. [82] H. Jung-Ik, K. Ide, T. Sawa, & S. Seung-Ki, Sensorlessrotor position estimation of an interior permanent-magnetmotor from initial states, IEEE Transactions on IndustryApplications, 39(3), 2003, 761–767.
  83. [83] B. Bon-Ho, S. Seung-Ki, K. Jeong-Hyeck, & B. Ji-Seob,Implementation of sensorless vector control for super-high-speed PMSM of turbo-compressor, IEEE Transactions onIndustry Application, 39(3), 2003, 811–818.
  84. [84] Y. Li & N. Ertugrul, A novel, robust DSP-based indirect rotorposition estimation for permanent magnet AC motors withoutrotor saliency, IEEE Transactions on Power Electronics,18(2), 2003, 539–546.
  85. [85] S. Shinnaka, New Mirror-Phase vector control for sensorlessdrive of IPM synchronous motor, Proc. IEEE IEMDC, 2003,1875–1881.
  86. [86] S. Bolognani, L. Tubiana, & M. Zigliotto, Sensorless controlof PM synchronous motors with non-sinusoidal back EMFfor home appliance, Proc. IEEE IEMDC, 2003, 1882–1888.
  87. [87] A. Consoli, S. Musumeci, A. Raciti, & A. Testa, A, Sensorlessvector and speed control of brushless motor drives, IEEETransactions on Industrial Electronics, 41(1), 2003, 91–96.Integration of Back EMF-based Algorithms
  88. [88] M. Schroedl, Sensorless control of AC machines at low speedand standstill based on the INFORM method, Conf. Rec.IEEE-IAS Annual Meeting, San Diego, CA, 1996, 270–277.14
  89. [89] C. Nitayotan & S. Sangwongwanich, A filtered back EMFbased speed-sensorless induction motor drive, Conf. Rec.IEEE-IAS Annual Meeting, Chicago, IL, 2001, 1224–1231.
  90. [90] M. Hinkkanen & J. Luomi, Modified integrator for volt-age model flux estimation of induction motors, Proc. IEEEIECON, Denver, CO, 2001, 1339–1343.
  91. [91] S. Jianwen Shao, D. Nolan, & T. Hopkins, A novel direct backEMF detection for sensorless brushless DC (BLDC) motordrives, Proc. IEEE APEC, Dallas, TX, 2002, 33–37.
  92. [92] E. Robeischl & M. Schroedl, Optimized INFORM-measurement sequence for sensorless PM synchronous motordrives with respect to minimum current distortion, Conf.Rec. IEEE-IAS Annual Meeting, 2002, 92–98.
  93. [93] E. Robeischl, M. Schroedl, & M. Krammer, Position-sensorlessbiaxial position control with industrial PM motor drives basedon INFORM- and back EMF model, Proc. IEEE IECON,2002, 668–673.
  94. [94] Y. Perriard, C. Koechli, & L. Cardoletti, Noise reduction forbrushless DC motor-sensorless control analysis and back-EMFshape modification, Proc. IEEE IECON, 2002, 1038–1043.
  95. [95] S. Jianwen Shao, D. Nolan, & T. Hopkins, Improved directback EMF detection for sensorless brushless DC (BLDC)motor drives, Proc. IEEE APEC, 2003, 300–305.Observer-based Estimation
  96. [96] P.K. Nandam, G.F. Cummings, & W.G. Dunford, Experimen-tal study of an observer based shaft sensorless variable speeddrive, Conf. Rec. IEEE-IAS Annual Meeting, Dearborn, MI,1991, 392–396.
  97. [97] S. Doki, S. Sangwongwanich, & S. Okuma, Implementation ofspeed-sensor-less field-oriented vector control using adaptivesliding observers, Proc. IEEE PEMC, San Diego, CA, 1992,453–458.
  98. [98] T. Senjyu, M. Tomita, S. Doki, & S. Okuma, Sensorless vectorcontrol of brushless DC motors using disturbance observer,Proc. IEEE PESC, Atlanta, GA, 1995, 772–777.
  99. [99] H. Jun, Z. Dongqi, L. Yongdong, & G. Jingde, Application ofsliding observer to sensorless permanent magnet synchronousmotor drive system, Proc. IEEE PESC, Taipei, 1994, 532–536.
  100. [100] J. Kim & S. Sul, High performance PMSM drives withoutrotational position sensors using reduced order observer, Conf.Rec. IEEE-IAS Annual Meeting, Dallas, TX, 1995, 75–82.
  101. [101] F. Parasiliti, R. Petrella, & M. Tursini, Sensorless speedcontrol of a PM synchronous motor by sliding mode observer,Proc. IEEE ISIE ’97, Guimaraes, 1997, 1106–1111.
  102. [102] K. Tatematsu, D. Hamada, K. Uchida, S. Wakao, & T. Onuki,Sensorless permanent magnet synchronous motor drive withreduced order observer, Proc. IEEE APEC, Anaheim, CA,1998, 75–80.
  103. [103] A. Monti, F. Pironi, F. Sartogo, & P. Vas, A new stateobserver for sensorless DTC control, Proc. IEE PEVSD,London, 1998, 311–317.
  104. [104] G.D. Andreescu, Nonlinear observer for position and speedsensorless control of permanent magnet synchronous motordrives, Proc. IEEE OPTIM, 1998, 473–478.
  105. [105] D. Hamada, K. Uchida, F. Yusivar, H. Haratsu, S. Wakao, &T. Onuki, Stability analysis of sensorless permanent magnetsynchronous motor drive with a reduced order observer, Proc.IEEE IEMD, Seattle, WA, 1999, 95–97.
  106. [106] L. Changsheng & M. Elbuluk, A sliding mode observer forsensorless control of permanent magnet synchronous motors,Conf. Rec. IEEE-IAS Annual Meeting, Chicago, IL, 2001,1273–1278.
  107. [107] Y. Weng & Z. Zhu, Multi-variable adaptive observer basedon Lyapunov stability theorem: application for sensorless acdrive, Proc. TENCON, 2002, 1491–1495.Methods of Sensorless Control at Zero Speed
  108. [108] H. Watanabe, S. Miyazaki, & T. Fujii, Improved variablespeed sensorless servo system by disturbance observer, Proc.IEEE IECON, Pacific Grove, CA, 1990, 40–45.
  109. [109] N. Matsui & T. Takeshita, A novel starting method ofsensorless salient-pole brushless motor, Conf. Rec. IEEE-IASAnnual Meeting, Denver, CO, 1994, 386–392.
  110. [110] K. Joohn Sheok & S. Seung Ki, New stand-still position detec-tion strategy for PMSM drive without rotational transducers,Proc. IEEE APEC, Orlando, FL, 1994, 363–369.
  111. [111] S. Ostlund & M. Brokemper, Initial rotor position detectionsfor an integrated PM synchronous motor drive, Conf. Rec.IEEE-IAS Annual Meeting, Orlando, FL, 1995, 741–745.
  112. [112] P.B. Schmidt & A.H. Wijenayake, Sensorless control of apermanent magnet synchronous machine down to near zerospeed applied to position motion control, Conf. Rec. IEEE-IAS Annual Meeting, San Diego, CA, 1996, 21–28.
  113. [113] S. Ostlund & M. Brokemper, Sensorless rotor-position de-tection from zero to rated speed for an integrated PM syn-chronous motor drive, IEEE Transactions on Industry Ap-plication, 32(5), 1996, 1158–1165.
  114. [114] M.J. Corley & R.D. Lorenz, Rotor position and velocityestimation for a salient-pole permanent magnet synchronousmachine at standstill and high speeds, IEEE Transactionson Industry Application, 34(4), 1998, 784–789.
  115. [115] T. Aihara, A. Toba, T. Yanase, A. Mashimo, & K. Endo,Sensorless torque control of salient pole synchronous mo-tor at zero-speed operation, IEEE Transactions on PowerElectronics, 14(1), 1999, 202–208.
  116. [116] T.S. Nakashima, Y. Inagaki, & I. Miki, Sensorless initial rotorposition estimation of surface permanent magnet synchronousmotor, Proc. IEEE IEMD, Seattle, WA, 1999, 525–527.
  117. [117] T.D. Batzel & K.Y. Lee, Starting method for sensorless op-eration of slotless permanent magnet synchronous machines,Proc. IEEE PES, Edmonton, Alberta, 1999, 1243–1247.
  118. [118] A. Consoli, G. Scarcella, & A. Testa, Sensorless control of ACmotors at zero speed, Proc. IEEE ISIE, Bled, 1999, 373–379.
  119. [119] A. Consoli, G. Scarcella, & A. Testa, Sensorless control ofPM synchronous motors at zero speed, Conf. Rec. IEEE-IASAnnual Meeting, Phoenix, AZ, 1999, 1033–1040.
  120. [120] F. Parasiliti, R. Petrella, & M. Tursini, Initial rotor positionestimation method for PM motors, Conf. Rec. IEEE-IASAnnual Meeting, Rome, 2000, 1190–1197.
  121. [121] H. Jung-Ik, K. Ide, T. Sawa, & S. Seung-Ki, Sensorlessposition control and initial position estimation of an interiorpermanent magnet motor, Conf. Rec. IEEE-IAS AnnualMeeting, 2001, 2607–2613.
  122. [122] M.E. Haque, L. Zhong, & M.F. Rahman, A sensorless initialrotor position estimation scheme for a direct torque controlledinterior permanent magnet synchronous motor drive, Proc.IEEE APEC, Anaheim, CA, 2001, 879–884.
  123. [123] R.D. Lorenz, Practical issues and research opportunitieswhen implementing zero speed sensorless control, Proc. IEEEICEMS, Shenyang, 2001, 1–10.
  124. [124] G.H. Jang, J.H. Park, & J.H. Chang, Position detection andstart-up algorithm of a rotor in a sensorless BLDC motorutilising inductance variation, Proc. IEE – Electric PowerApplications, 149(2), 2002, 137–142.
  125. [125] L. Wang & Q. Guo, Principles and implementation of perma-nent magnet synchronous motor zero-speed sensorless control,Proc. AMC – MIE, 2002, 247–250.
  126. [126] M. Linke, R. Kennel, & J. Holtz, Sensorless position control ofpermanent magnet synchronous machines without limitationat zero speed, Proc. IEEE IECON, 2002, 674–679.
  127. [127] M. Boussak, Sensorless speed control and initial rotor positionestimation of an interior permanent magnet synchronousmotor drive, Proc. IEEE IECON, 2002, 662–667.
  128. [128] K. Matsuse, T. Baba, I. Masukane, H. Ohta, & R. Tsuchi-moto, Position-sensorless starting method and driving charac-teristics of closed-slot small permanent-magnet motor, IEEETransactions on Industry Applications, 39(1), 2003, 451–456.Intelligence-based Sensorless Algorithms
  129. [129] H. Watanabe, T. Akeyama, & T. Fujii, Fuzzy inferencecorrection of calculated position angles of the sensorless directdrive servomotor, Proc. IEEE PEMC, San Diego, CA, 1992,436–441.15
  130. [130] K. Dong-Il, L. Jin-Won, & K. Sung Kwun, Control ofpermanent magnet AC servo motors via fuzzy reasoning,Conf. Rec. IEEE-IAS Annual Meeting, 1992, 482–489.
  131. [131] D. Schroder, C. Schaffner, & U. Lenz, Neural-net basedobservers for sensorless drives, Proc. IEEE IECON, Bologna,1994, 1599–1610.
  132. [132] M. Hamdi, G. Lachiver, & M. Ghribi, A sensorless controlscheme based on fuzzy logic for AC servo drives using apermanent-magnet synchronous motor, Proc. IEEE ECE,Montreal, Quebec, 1995, 306–309.
  133. [133] Q. Guo, R. Luo, & L. Wang, Neural network adaptive observerbased position and velocity sensorless control of PMSM, Proc.IEEE AMC, 1996, 41–46.
  134. [134] M. Abrate, G. Griva, F. Profumo, & A. Tenconi, High speedsensorless fuzzy-like Luenberger observer, Proc. IEEE PESC,Charleston, SC, 1999, 477–481.
  135. [135] L. Tong Liu, M. Elbuluk, & I. Husain, Sensorless adaptiveneural network control of permanent magnet synchronousmotors, Proc. IEEE IEMD, Seattle, WA, 1999, 287–289.
  136. [136] G. Hai-Jiao, S. Sagawa, T. Watanabe, & O. Ichinokura,A novel position sensorless driving system of brushless DCmotors based on neural networks, Proc. IEEE IECON, 2000,2963–2067.
  137. [137] H.C. Chen & C.M. Liaw, Current-mode control and intelligentcommutation tuning for sensorless BDCM drive, Proc. IEEEAPEC, Anaheim, CA, 2001, 872–878.
  138. [138] E. Robeischl & M. Schroedl, Direct axis current utilization forintelligent sensorless permanent magnet synchronous drives,Conf. Rec. IEEE-IAS Annual Meeting, Chicago, IL, 2001,475–481.
  139. [139] C. Hung-Chi & L. Chang-Ming, Current-mode control forsensorless BDCM drive with intelligent commutation tuning,IEEE Transactions on Power Electronics, 17(5), 2002, 747–756.
  140. [140] T.D. Batzel & K.Y. Lee, An approach to sensorless operationof the permanent magnet synchronous motor using diagonallyrecurrent neural networks, IEEE Transactions on EnergyConversion, 18(1), 2003, 100–106.
  141. [141] G. Hai-Jiao, S. Sagawa, T. Watanabe, & O. Lchinokura,Sensorless driving method of permanent magnet synchronousmotors based on neural networks, Proc. IEEE INTERMAG,2003, ER-07.Carrier Signal Injection-based SensorlessTechniques
  142. [142] F. Briz, A. Diez, & M.W. Degner, Dynamic operation ofcarrier-signal-injection-based sensorless direct field-orientedAC drives, IEEE Transactions on Industry Applications,36(5), 2000, 1360–1368.
  143. [143] F. Briz, M.W. Degner, J.M. Guerrero, A. Zamarron, & R.D.Lorenz, Implementation issues affecting the performance ofcarrier signal injection based sensorless controlled AC drives,Conf. Rec. IEEE-IAS Annual Meeting, Chicago, IL, 2001,2645–2652.
  144. [144] M. Mamo, K. Ide, M. Sawamura, & J. Oyama, Novel rotorposition extraction based on carrier frequency componentmethod (CFCM) using two reference-frames for IPM drives,Proc. IEEE IECON, Denver, CO, 2001, 1435–1440.
  145. [145] V. Petrovic, A.M. Stankovic, & M. Velez-Reyes, Sensitiv-ity analysis of injection-based position estimation in PMsynchronous motors, Proc. IEEE PEDS, 2001, 738–742.
  146. [146] J. Ji-Hoon, S. Seung-Ki, H. Jung-Ik, K. Ide, & M. Sawamura,Sensorless drive of SMPM motor by high frequency signalinjection, Proc. IEEE APEC, Dallas, TX, 2002, 279–285.
  147. [147] T. Noguchi & S. Kohno, Mechanical-sensorless permanent-magnet motor drive using frequency-modulated three-phasePWM carriers, Conf. Rec. IEEE-IAS Annual Meeting, 2002,1668–1673.
  148. [148] C. Spiteri Staines, J. Cilia, B. Micallef, & M. Apap, Sensorlessvector control of a surface mount PMSM using high frequencyinjection, Proc. IEEE PEMD, 2002, 44–48.
  149. [149] M. Linke, R. Kennel, & J. Holtz, Sensorless speed andposition control of synchronous machines using alternatingcarrier injection, Proc. IEEE IEMDC, 2003, 1211–1217.
  150. [150] F. Briz, M.W. Degner, A. Diez, & R.D. Lorenz, Measuring,modeling, and decoupling of saturation-induced salienciesin carrier-signal injection-based sensorless AC drive, IEEETransactions on Industry Applications, 37(5), 2003, 1356–1364.
  151. [151] J. Ji-Hoon, S. Seung-Ki, H. Jung-Ik, K. Ide, & M. Sawamura,Sensorless drive of surface mounted permanent-magnet motorby high-frequency signal injection based on magnetic saliency,IEEE Transactions on Industry Applications, 39(4), 2003,1031–1039.
  152. [152] F. Briz, M.W. Degner, A. Diez, & R.D. Lorenz, Static anddynamic behavior of saturation induced saliencies and theireffect on carrier-signal-based sensorless AC drives, IEEETransactions on Industry Applications, 38(3), 2003, 670–678.
  153. [153] T. Noguchi & S. Kohno, Mechanical-sensorless permanent-magnet motor drive using relative phase information of har-monic currents caused by frequency-modulated three-phasePWM carriers, IEEE Transactions on Industry Applications,39(4), 2003, 1085–1092.Stochastic Filtering-based Sensorless Controlof PMSM
  154. [154] S. Bolognani, R. Oboe, & M. Zigliotto, DSP-based extendedKalman filter estimation of speed and rotor position of aPM synchronous motor, Proc. IEEE IECON, Bologna, 1994,2097–2102.
  155. [155] A. Ferrah, P.J. Hogben-Laing, K.J. Bradley, G.M. Asher, &M.S. Woolfson, The effect of rotor design on sensorless speedestimation using rotor slot harmonics identified by adaptivedigital filtering using the maximum likelihood approach, Conf.Rec. IEEE-IAS Annual Meeting, New Orleans, LA, 1997,128–135.
  156. [156] S. Bolognani, R. Oboe, & M. Zigliotto, Sensorless full-digitalPMSM drive with EKF estimation of speed and rotor position,IEEE Transactions on Industrial Electronics, 46(1), 1999,184–191.
  157. [157] G. Terorde, K. Hameyer, & R. Belmans, Sensorless controlof a permanent magnet synchronous motor for PV-poweredwater pump systems using the extended Kalman filter, Proc.IEEE EMD, Canterbury, 1999, 366–370.
  158. [158] S. Beineke & H. Wertz, Design of extended Kalman filters forhigh performance position control of electrical drives, Proc.IEEE/ASME AIM, Atlanta, GA, 1999, 209–214.
  159. [159] M. Cernat, V. Comnac, R.M. Cernat, & M. Cotorogea,Sensorless control of interior permanent magnet synchronousmachine using a Kalman filter, Proc. IEEE ISIE, Cholula,Puebla, 2000, 401–406.
  160. [160] S. Bolognani, M. Zigliotto, & M. Zordan, Extended-rangePMSM sensorless speed drive based on stochastic filtering,IEEE Transactions on Power Electronics, 2001, 110–117.
  161. [161] L. Salvatore, S. Stasi, & F. Cupertino, Improved rotor speedestimation using two Kalman filter-based algorithms, Conf.Rec. IEEE-IAS Annual Meeting, Chicago, IL, 2001, 125–132.
  162. [162] B. Terzic & M. Jadric, Design and implementation of theextended Kalman filter for the speed and rotor positionestimation of brushless DC motor, IEEE Transactions onIndustrial Electronics, 48(6), 2001, 1065–1073.
  163. [163] S. Bolognani, L. Tubiana, & M. Zigliotto, EKF-based sensor-less IPM synchronous motor drive for flux-weakening applica-tions, IEEE Transactions on Industrial Applications, 39(3),2003, 768–775.
  164. [164] C. Yuan-Rui, N.C. Cheung, & W. Jie, Sensorless drive ofpermanent magnet linear motors using modified Kalmanfilter, Proc. IEEE PESC, Vancouver, BC, 2001, 2009–2013.IC and Chips for Sensorless Control of PMSM
  165. [165] H. Watanabe, H. Katsushima, & T. Fujii, An improvedmeasuring system of rotor position angles of the sensorlessdirect drive servomotor, Proc. IEEE IECON, Kobe, 1991,165–170.16
  166. [166] Texas Instruments Application Note, Using TMS320 familyDSP’s in motion control systems, SPRA327, TI Inc., 1996,1–24.
  167. [167] V. Maurisso, P.C.K. Luk, & T. Alukaiday, Sensorless controlof a brushless DC motor (BLDCM) on the ADMC330 DSP,IEE Colloquium on DSP Chips in Real Time Measurementand Control, 1997, 5/1–5/5.
  168. [168] Texas Instruments Application Note, Sensorless control withkalman filter, BPRA057, TI Inc., 1997, 1–92.
  169. [169] Texas Instruments Application Note, Field Oriented ControlWith Three Phase AC Motor, BPRA073, TI Inc., February1998, 1–20.
  170. [170] J.L. Mora, J.N. Tombs, R. Pachon, A. Torralba, M. Bar-ranco, & L.G. Franquelo, ASIC-based tachometer withoutmechanical transducer for induction machines, Proc. IEEEIECON, San Jose, CA, 1999, 1039–1044.
  171. [171] Fairchild Application Note 42004, using the ML 4425/ML4426 BLDC motor controllers, Fairchild Semiconductor Corp.,2000, 1–14.
  172. [172] J.X. Shen & S. Iwasaki, Improvement of ASIC-based sensorlesscontrol for ultrahigh-speed brushless DC motor drive, Proc.IEEE, IEMDC’03, 2003, 1049–1054.Current and Voltage Model-based SensorlessControl
  173. [173] R. Mizutani, T. Takeshita, & N. Matsui, Current model-based sensorless drives of salient-pole PMSM at low speedand standstill, IEEE Transactions on Industry Applications,34(4), 1998, 841–846.
  174. [174] T. Takeshita & N. Matsui, Sensorless control and initial po-sition estimation of salient-pole brushless DC motor Interna-tional Workshop on Advanced Motion Control, Proc. AMC –MIE, Mie, 1996, 18–23.
  175. [175] N. Matsui, DSP-based intelligent motor/motion control, Proc.IEEE ACC, Seattle, WA, 1995, 490–494.
  176. [176] N. Matsui, Sensorless PM brushless DC motor drives, IEEETransactions on Industrial Electronics, 43(2), 1996, 300–308.Unique Techniques for Sensorless Control ofPMSM
  177. [177] F. Profumo, G. Griva, M. Pastorelli, & J. Moreira, Universalfield oriented controller with indirect speed sensing based onthe saturation third harmonic voltage, Proc. IEEE PESC,Seattle, WA, 1993, 948–955.
  178. [178] Z. Jie, Speed sensorless AC drive fed by three-level inverterwith full-dimensional spiral vector control for improved low-speed performance, Conf. Rec. IEEE-IAS Annual Meeting,1996, 243–249.
  179. [179] T. Senjyu, N. Urasaki, & K. Uezato, Sensorless vector controlof brushless DC motors based on instantaneous power, Proc.IEEE CIEP, Cuernavaca, 1996, 235–240.
  180. [180] J. Zhang, Speed sensorless AC drive fed by a 3-level inverterwith improved low-speed torque and speed control, Proc.IEEE IECON, Taipei, 1996, 1128–1133.
  181. [181] J. Solsona, M.I. Valla, & C. Muravchik, Nonlinear controlof a permanent magnet synchronous motor with disturbancetorque estimation, Proc. IEEE IECON, New Orleans, LA,1997, 130–135.
  182. [182] O.Y. Bas, A.M. Stankovic, & G. Tadmor, Passivity basedsensorless control of a smooth rotor permanent magnet syn-chronous motor, Proc. IEEE CDC, San Diego, CA, 1997,239–244.
  183. [183] L. Harnefors & A.J. Isaksson, Sensorless adaptive controlof permanent-magnet motors: some asymptotic properties,Proc. IEEE ACC, Albuquerque, NM, 1997, 1203–1207.
  184. [184] T. Sakurai, M. Sakurai, M. Arimoto, & S. Kaneko, Drivingmethod for delta-connected brushless-sensorless motor, Proc.IEEE PCC, Nagaoka, 1997, 679–682.
  185. [185] S. Ogasawara & H. Akagi, Implementation and positioncontrol performance of a position-sensorless IPM motor drivesystem based on magnetic saliency, Conf. Rec. IEEE-IASAnnual Meeting, 1997, 464–470.
  186. [186] S.M. Abu Sharkh & V. Barinberg, Design and performance ofa new technique for sensorless control of a downhole brushlessPM motor, Proc. IEE PEVSD, London, 1998, 263–268.
  187. [187] J.A. Restrepo, M.I. Gimenez, V.M. Guzman, J.M. Aller, &A. Bueno, TF-representation kernel selection for sensorlessspeed measurement of AC machines, Proc. IEE PEVSD,London, 1998, 324–328.
  188. [188] T.A. Nondahl, G. Ray, P.B. Schmidt, & M.L. Gasperi, Apermanent-magnet rotor containing an electrical winding toimprove detection of rotor angular position, IEEE Transac-tions on Industry Applications, 35(4), 1999, 819–824.
  189. [189] A. Consoli, G. Scarcella, & A. Testa, A new zero frequencyflux position detection approach for direct field orientedcontrol drives, Conf. Rec. IEEE-IAS Annual Meeting, 1999,2290–2297.
  190. [190] Z. Zhang & P.J. Unsworth, Sensorless vector control usinga model reference feedforward system, Proc. IEEE IEMD,Canterbury, 1999, 371–375.
  191. [191] A. Consoli, G. Scarcella, G. Tutino, & A. Testa, Sensorlessfield oriented control using common mode currents, Conf.Rec. IEEE-IAS Annual Meeting, Rome, 2000, 1866–1873.
  192. [192] Y. Kazunori, S. Ogasawara, & H. Akagi, Performance evalu-ations of a position-sensorless IPM motor drive system basedon detection of current switching ripples, Proc. IEEE PESC,Galway, 2000, 873–878.
  193. [193] N. Kasa & H. Watanabe, A mechanical sensorless controlsystem for salient-pole brushless DC motor with auto cali-bration of estimated position angles, IEEE Transactions onIndustrial Electronics, 47(2), 2000, 389–395.
  194. [194] A. Consoli, G. Scarcella, & A. Testa, A new zero-frequencyflux-position detection approach for direct-field-oriented-control drives, IEEE Transactions on Industry Applications,36(3), 2000, 797–804.
  195. [195] P. Vas, M. Rashed, A.K.M. Joukhader, & C.H. Ng, Recentdevelopment in sensorless and quasi-sensorless drives, Inter-national Journal for Computation and Maths in Electricaland Electronic Engineering, 21(2), 2002, 307–322.
  196. [196] N. Kobayashi, K. Choeisai, & S. Kondo, Walsh functionbased position sensorless drive of salient pole PM motor,Proc. IEEE PCC, Osaka, 2002, 270–275.
  197. [197] J.M. Aller, T.G. Habetler, R.G. Harley, R.M. Tallam, &L. Sang Bin, Sensorless speed measurement of AC machinesusing analytic wavelet transform, IEEE Transactions onIndustry Applications, 38(5), 2002, 1344–1350.
  198. [198] V. Petrovic, A.M. Stankovic, & V. Blasko, Position estimationin salient PM synchronous motors based on PWM excita-tion transients, IEEE Transactions on Industry Applications,39(3), 2003, 835–843.
  199. [199] J.X. Shen, Z.Q. Zhu, & D. Howe, Sensorless flux-weakeningcontrol of permanent magnet brushless machines using third-harmonic back-EMF, Proc. IEEE IEMDC, 2003, 1229–1235.Current and Voltage Sensor Reduction
  200. [200] T.C. Green & B.W. Williams, Derivation of motor line currentwaveforms from the dc link current of an inverter, Proc. IEE,Electric Power Applications, 136(4), 1989, 196–204.
  201. [201] T.M. Jahns, R.C. Bacerra, & M. Ehsani, Integrated currentregulation for a brushless ECM drive, IEEE Transactions onPower Electronics, 6(1), 1991, 118–126.
  202. [202] J.F. Moynihan, S. Bolognani, R.C. Kavanagh, M.G. Egan,& J.M.D. Murphy, Single sensor current control of AC servodrives using digital signal Processors, Fifth European Conf. onPower Electronics and Applications, Brighton, 1993, 415–421.
  203. [203] B. Jeftenic, S. Milosavljevic, N. Mitrovic, & M. Rodic, Speedcontrol in inverter induction motor drives based on only onecurrent sensor, Proc. IEEE PESC, Baveno, 1996, 364–369.
  204. [204] F. Blaabjerg, J.K. Pedersen, U. Jaeger, & P. Thoegersen,Single current sensor technique in the dc-link of three phasePWM-VS inverters A review and the ultimate solution, IEEETransactions on Industry Applications, 33(5), 1997, 1241–1253.
  205. [205] S. Morimoto, M. Sanada, & Y. Takeda, Optimum efficiencyoperation of synchronous reluctance motor without currentsensor, IEE PEVSD, 2000, 506–511.17
  206. [206] S.N. Vukosavic & A.M. Stankovic, Sensorless induction motordrive with a single DC-link current sensor and instantaneousactive and reactive power feedback, IEEE Transactions onIndustrial Electronics, 48(1), 2001, 195–204.
  207. [207] S. Morimoto, M. Sanada, & Y. Takeda, High-performancecurrent-sensorless drive for PMSM and SynRM with only low-resolution position sensor, IEEE Transactions on IndustryApplications, 39(3), 2003, 792–801.Application Potential for Sensorless Controlof PMSM
  208. [208] K. Kamiyama, T. Ohmae, & T. Sukegawa, Application trendsin AC motor drives, Proc. IEEE PEMC, San Diego, CA,1992, 31–36.
  209. [209] I. Miyashita, A. Imayanagida, & T. Koga, Recent industrialapplication of speed sensorless vector control in Japan, Proc.IEEE IECON, Bologna, 1994, 1573–1778.
  210. [210] T. Song, M.F. Rahman, & K.W. Lim, Digital realisation ofsensorless drive: some practical considerations, Proc. IEEEIECON, New Orleans, LA, 1997, 983–988.
  211. [211] S. Bolognani, M. Zigliotto, & K. Unterkofler, On-line param-eter commissioning in sensorless PMSM drives, Proc. IEEEISIE, Guimaraes, 1997, 480–484.
  212. [212] X. Longya & W. Changjiang, Implementation and experi-mental investigation of sensorless control schemes for PMSMin super-high variable speed operation, Conf. Rec. IEEE-IASAnnual Meeting, 1998, 483–489.
  213. [213] T. Ying-Yu, W. Hwa, L. Shiu-Yung, & L. Jiann-Yow, Auto-tuning self-commissioning control of a universal drive, Proc.IEEE PESC, 1998, 287–293.
  214. [214] R.D. Lorenz, Advances in electric drive control, Proc. IEEEIEMD, Seattle, WA, 1999, 9–16.
  215. [215] R.J. Kerkman, G.L. Skibinski, & D.W. Schlegel, AC drives:year 2000 (Y2K) and beyond, Proc. IEEE APEC, Dallas,TX, 1999, 28–39.
  216. [216] S.W. Zhigan, W. Jin, Y. Jianping, & Z. Jianhong, Sensorlessbrushless DC motor drive for air conditioner compressor,Proc. IEEE ICEMS, Shenyang, 2001, 968–971.
  217. [217] N. Patel, T. O’Meara, J. Nagashima, & R. Lorenz, EncoderlessIPM traction drive for EV/HEV’s, Conf. Rec. IEEE-IASAnnual Meeting, Chicago, IL, 2001, 1703–1707.
  218. [218] K. Yuki, T. Hemmi, T. Hasebe, I. Yasuoka, K. Kondo,& K. Matsuoka, Application of speed sensorless control torailway traction field, Proc. IEEE PCC, Osaka, 2002, 1033–1038.

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