ANN-based optimal energy control of induction motor drive in pumping applications

IEEE Transactions on Energy Conversion

Volumn 25, Issue 3, 2010, Pages 652-660

  Ebrahim, Osama S ^a,b   Badr, Mohamed A ^b,c   Elgendy, Ali S ^d,e   Jain, Praveen K ^a  

^a QUEEN S UNIVERSITY   (Canada)

^b AIN SHAMS UNIVERSITY   (Egypt)

^c FUTURE UNIVERSITY IN EGYPT   (Egypt)

^d Mechanical and Electrical Research Institute   (Egypt)

^e IMPRESUB International Diving and Marin Contractors   (Italy)

Author keywords

Artificial neural network (ANN); Efficiency optimization; Induction motor (IM) drive; Loss model control (LMC); Pulsewidth modulation (PWM) harmonic loss

Indexed keywords

ARTIFICIAL NEURAL NETWORK; CLOSED-FORM EQUATIONS; CONTROL METHODS; EFFICIENCY OPTIMIZATION; ENERGY SAVING; EXPERIMENTAL STUDIES; INDUCTION MOTOR DRIVE; LOSS MODEL; LOSS MODEL CONTROL (LMC); LOSS REDUCTION; MAGNETIC SATURATION; MOTOR DRIVE; OFFLINE; OPTIMAL ENERGY; POWER-LOSSES; PUMPING APPLICATIONS; TEST RESULTS; THREE PHASE INDUCTION MOTOR; VOLTAGE HARMONICS;

ELECTRIC DRIVES; HARMONIC ANALYSIS; INDUCTION MOTORS; OPTIMIZATION; PULSE WIDTH MODULATION; PUMPS; SATURATION MAGNETIZATION;

NEURAL NETWORKS;

EID: 77956035804     PISSN: 08858969     EISSN: None     Source Type: Journal    
DOI: 10.1109/TEC.2010.2041352     Document Type: Article

References (26)

1. G. Irvine and I. H. Gibson, "VF drives as final control elements in the petroleum industry," IEEE Ind. Appl. Mag., pp. 51-59, Jul./Aug. 2002.
2. B. K. Bose, Modern Power Electronics and AC Drives, 1st ed. Englewood Cliffs, NJ: Prentice-Hall PTR, 2001.
3. D. S.Kirschen, D.W. Novotny, and T.A. Lipo, "Optimal efficiency control of an induction motor drive," IEEE Trans. Energy Convers., vol.EC-2, no.1, pp. 70-76, Mar. 1987.
4. I. Kioskesidis and N. Margaris, "Loss minimization in scalar controlled induction motor drives with search controller," IEEE Trans. Power Electron., vol.11, no.2, pp. 213-220, Mar. 1996.
5. B. K. Bose, N. R. Patel, and K. Rajashekara, "A neuro-fuzzy-based online efficiency optimization control of a stator flux-oriented direct vectorcontrolled induction motor drive," IEEE Trans. Ind. Electron., vol.44, no.2, pp. 270-273, Apr. 1997.
6. M.N.Uddin and S.W. Nam, "Newonline lossminimization-based control of an induction motor drive," IEEE Trans. Power Electron., vol.23, no.2, pp. 926-1033, Mar. 2008.
7. H. Rasmussen, P. Vadstrup, and H. Borsting, "Rotor field oriented control with adaptive iron loss compensation," in Proc. IEEE IAS Annu. Meeting, Oct., 1999, vol.2, pp. 1253-1258.
8. F. Fernandez-Bernal, A. Garcia-Cerrada, and R. Faure, "Model based loss minimization for DC and AC vector-controlled motors including core saturation," IEEE Trans. Ind. Appl., vol.36, no.3, pp. 755-763, May/Jun. 2000.
9. C. Chakraborty and Y. Hori, "Fast efficiency optimization techniques for the indirect vector-controlled induction motor drives," IEEE Trans. Ind. Appl., vol.39, no.4, pp. 1070-1076, Jul./Aug. 2003.
10. S. K. Sul and M. H. Park, "A novel technique for optimal efficiency control of a current-source inverter-fed induction motor," IEEE Trans. Power Electron., vol.3, no.2, pp. 192-199, Apr. 1988.
11. I. Kioskeridis and N. Margaris, "Loss minimization induction motor adjustable-speed drives," IEEE Trans. Ind. Elec., vol.43, no.1, pp. 226-231, Feb. 1996.
12. F. Abrahamsen, F. Blaabjerg, J. K. Pedersen, and P. B. Thoegersen, "Efficiency-optimized control of medium-size induction motor drives," IEEE Trans. Ind. Appl., vol.37, no.6, pp. 1761-1767, Nov./Dec. 2001.
13. T. W. Jian, N. L. Schmitz, and D. W. Novotny, "Characteristic induction motor slip values for variable voltage part load performance optimization," IEEE Trans. Power App. Syst., vol.PAS-102, no.1, pp. 38-46, Jan. 1984.
14. C. A. Hernandez-Aramburo, T. C. Green, and S. Smith, "Assessment of power losses of an inverter-driven inductionmachinewith its experimental validation," IEEE Trans. Ind. Appl., vol.39, no.4, pp. 994-1004, Jul./Aug. 2003.
15. A. Boglietti, P. Ferraris, M. Lazzari, and F. Profumo, "Effects of different modulation index on the iron losses in soft magnetic materials supplied by PWM inverter," IEEE Trans. Magn., vol.29, no.6, pp. 3234-3236, Nov. 1993.
16. A. Boglietti, "PWM inverter fed induction motor losses evaluation," Electr. Mach. Power Syst., vol.22, no.3, pp. 439-449, May 1994.
17. S. A. Nasar and I. Boldea, Electric Machines: Dynamics and Control. Boca Raton, FL: CRC Press, 1993.
18. H. M. Jabr and N. C. Kar, "Leakage flux saturation effects on the transient performance of wound-rotor induction motors," Elsevier Electr. Power Sys. Res., vol.78, no.7, pp. 1280-1289, 2008.
19. R. Kaczmarek, M. Amar, and F. Protat, "Iron loss under PWM voltage supply on Epstein frame and in induction motor core," IEEE Trans. Magn., vol.32, no.1, pp. 189-194, Jun. 1996.
20. D. G. Holmes and T. A. Lipo, Pulse Width Modulation of Power Converters: Principles and Practice (IEEE Press Series on Power Engineering). New York: Wiley, 2003.
21. J. A. Snyman, Practical Mathematical Optimization: An Introduction to Basic Optimization Theory and Classical and New Gradient-Based Algorithms. New York: Springer-Verlag, 2005.
22. B. K. Bose, "Neural network applications in power electronics and motor drives-An introduction and perspective," IEEE Trans. Ind. Electron., vol.54, no.1, pp. 14-33, Feb. 2007.
23. P. Vas, Artificial Intelligence-Based Electrical Machines and Drives: Application of Fuzzy, Neural, Fuzzy Neural, and Genetic Algorithm Based Techniques. Oxford, U.K.: Oxford Science, Oxford Univ. Press, 1999.
24. A. R. Barron, "Universal approximation bonds for superpositions of a sigmoidal functions," IEEE Trans. Inf. The., vol.39, no.3, pp. 930-945, May 1993.
25. J. R. Pottebaum, "Optimal characteristics of a variable-frequency centrifugal pump motor drive," IEEE Trans. Ind. Appl., vol.IA-20, no.1, pp. 23-31, Jan./Feb. 1984.
26. Hitachi L100 Series Inverter Manual, Hitachi Industrial Equipment Systems Co., Ltd., Tokyo Japan, 2002.