Magnetic hysteresis modeling via feed-forward neural networks

IEEE Transactions on Magnetics

Volumn 34, Issue 3, 1998, Pages 623-628

  Serpico, Claudio ^a   Visone, Ciro ^a  

^a UNIVERSITY OF NAPLES FEDERICO II   (Italy)

Author keywords

Magnetic hysteresis; Neural networks; Preisach model

Indexed keywords

ALGORITHMS; BACKPROPAGATION; FEEDFORWARD NEURAL NETWORKS; MATHEMATICAL MODELS;

PREISACH HYSTERESIS MODEL;

MAGNETIC HYSTERESIS;

EID: 0032075482     PISSN: 00189464     EISSN: None     Source Type: Journal    
DOI: 10.1109/20.668055     Document Type: Article

References (13)

1. I. D. Mayergoyz, Mathematical Models of Hysteresis. New York: Springer-Verlag, 1991.
2. J. Hertz, A. Krogh, and R. Palmer, Introduction to the Theory of Neural Computation. Reading, MA: Addison-Wesley, 1991.
3. A. Formisano and R. Marione, "A neural approach to hysteresis modeling applied to electromagnetic computation," in Proc. ICANN'94, Sorrento, Italy, 1994, pp. 1439-1442.
4. S. Cincotti, M. Marchesi, and A. Serri, "Neural network modeling of variable hysteretic inductors," Electron. Lett., vol. 32, no. 12, pp. 1054-1055, June 6, 1996.
5. A. Nafalski, B. G. Hoskins, A. Kundu, and T. Doan, "The use of neural networks in describing magnetization phenomena," J. Magnetism Magn. Mater., vol. 160, pp. 84-86, July 1996.
6. M. A. Krasnosel'skii and A. V. Pokrovskii, Systems with Hysteresis. New York: Springer-Verlag, 1989.
7. M. Brokate and J. Sprekels, Hysteresis and Phase Transitions. New York: Springer-Verlag, 1996.
8. A. Visintin, Differential Models of Hysteresis. New York: Springer-Verlag, 1994.
9. S. Bobbio, G. Miano, C. Serpico, and C. Visone, "Models of magnetic hysteresis based on play and stop hysterons," IEEE Trans. Magn., vol. 33, pp. 4417-4426, Nov. 1997.
10. G. Cybenko, "Approximation by superpositions of a sigmoidal function, signal, and systems," Math. Control, vol. 2, pp. 303-314, 1989.
11. V. Basso, G. Bertotti, F. Fiorillo, and M. Pasquale, "Dynamic Preisach model interpretation of power losses in rapidly quenched 6.5% SiFe," IEEE Trans. Magn., vol. 30, no. 6, pp. 4893-4895, Nov. 1994.
12. M. Lo Bue and G. Bertotti, "Temperature dependence of hysteresis loops in nonoriented SiFe alloys," J. Magnetism Magn. Mater., vol. 160, pp. 51-52, July 1996.
13. M. Brokate, "Some mathematical properties of the Preisach model for hysteresis," IEEE Trans. Magn., vol. 25, pp. 2922-2924, July 1989.