NEURAL PREDICTIVE OBSERVER FOR SENSORLESS-CONTROLLED INDUCTION MOTOR DRIVE

Shoeb Hussain and Mohammad A. Bazaz

References

  1. [1] B.K. Bose, Modern power electronics & AC drives (India:Prentice Hall India, 2003).
  2. [2] S. Hussain and M.A. Bazaz, Sensorless control of PMSM usingextended Kalman filter with sliding mode controller, IEEEInternational Conference on Power Electronics, Drives andEnergy Systems (PEDES), IIT Mumbai, India, 2014, 1–5.
  3. [3] P. Vas, Sensorless vector and direct torque control (New York:Oxford University Press, 1998).
  4. [4] Z. Farnaz, Husain S. Sajith, A.D. Abeysekara, S. Welikala,et al., DC motor torque control using state estimation, Controland Intelligent Systems Journal, 44(3), 2016.
  5. [5] T.F. Chan, P. Borsje, and W. Wang, Application of unscentedKalman filter to sensorless permanent-magnet synchronousmotor drive, Electric Machines and Drives Conference,IEMDC 2009, Florida International University, Miami, Florida,631–638.
  6. [6] S. Bolognani, S. Bolognani, L. Peretti, et al., Design andimplementation of model predictive control for electrical motordrives, IEEE Transactions on Industrial Electronics, 56(6),2006, 1925–1936.
  7. [7] F. Wang, Z. Zhang, S.A. Davari, et al., An encoderlesspredictive torque control for an induction machine with arevised prediction model and EFOSMO, IEEE Transactionson Industrial Electronics, 61(12), 2014, 6635–6644.
  8. [8] S. Mari´ethoz, A. Domahidi, and M. Morari, High-bandwidthexplicit model predictive control of electrical drives, IEEETransactions on Industry Applications, 48(6), 2012, 1980–1992.
  9. [9] Mariana S.M. Cavalca, Roberto K.H. Galv˜ao, and T. Yoneya-maa, Robust model predictive control using constraint re-laxation for fault tolerance, Control and Intelligent SystemsJournal, 43(1), 2015.
  10. [10] J. Guzinski and H. Abu-Rub, Speed sensorless induction motordrive with predictive current controller, IEEE Transactionson Industrial Electronics, 60(2), 2013, 699–709.
  11. [11] N. Oikonomou, C. Gutscher, P. Karamanakos, et al., Modelpredictive pulse pattern control for the five-level active neutral-point-clamped inverter, IEEE Transactions on IndustryApplications, 49(6), 2013, 2583–2592.
  12. [12] E. Fuentes, D. Kalise, J. Rodr´ıguez, et al., Cascade free pre-dictive speed control for electrical drives, IEEE Transactionson Industrial Electronics, 61(5), 2014, 2176–2184.
  13. [13] P. Alkorta, O. Barambones, J.A. Cortajarena, et al., Efficientmultivariable generalized predictive control for sensorlessinduction motor drives, IEEE Transactions on IndustrialElectronics, 61(9), 2014, 5126–5134.
  14. [14] M.N. Cirstea, A. Dinu, J.G. Khor, and M. McCormick, Neuraland fuzzy logic control of drives and power systems (GreatBritain: Newnes Publications, 2002).
  15. [15] X. Sun, L. Chen, Z. Yang, et al., Speed-sensorless vectorcontrol of a bearingless induction motor with artificial neuralnetwork inverse speed observer, IEEE/ASME Transactionson Mechatronics, 18(4), 2013, 1357–1366.
  16. [16] M. Cirrincione, M. Pucci, G. Cirrincione, et al., Sensorlesscontrol of induction machines by a new neural algorithm:The TLS EXIN neuron, IEEE Transactions on IndustrialElectronics, 54(1), 2007, 127–149.
  17. [17] L. Wang, Model predictive control system design and imple-mentation using MATLAB (Springer London: Springer, 2009).
  18. [18] A. Bemporad, M. Morari, V. Dua, and E.N. Pistikopou-los, The explicit solution of model predictive control viamulti-parametric quadratic programming, Proceedings ofthe American Control Conference, Chicago, IL, 2000,872–876.

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