Two-stage surrogate model for finite-element-based optimization of permanent-magnet synchronous motor

IEEE Transactions on Magnetics

Volumn 43, Issue 9, 2007, Pages 3607-3613

  Giurgea, S ^a   Zire, H S ^a   Miraoui, A ^a  

^a UTBM   (France)

Author keywords

Moving least squares approximation; Optimization; Permanent magnet synchronous motor; Surrogate model

Indexed keywords

ELECTRIC MACHINERY; FINITE ELEMENT METHOD; OPTIMIZATION; PERMANENT MAGNETS;

MOVING LEAST SQUARES APPROXIMATION; PERMANENT MAGNET SYNCHRONOUS MOTOR; SURROGATE MODEL;

SYNCHRONOUS MOTORS;

EID: 34548102641     PISSN: 00189464     EISSN: None     Source Type: Journal    
DOI: 10.1109/TMAG.2007.902348     Document Type: Article

References (22)

1. S.-I. Kim1, J.-P. Hong1, Y.-K. Kim2, H. Nam3, and H.-I. Choi, "Optimal design of slotless-type PMLSM considering multiple responses by response surface methodology," IEEE Trans. Magn., vol. 42, no. 4, pp. 1219-1223, Apr. 2006.
2. S. L. Ho, S. Y. Yang, G. Z. Ni, and H. C. Wong, "A response surface methodology based on improved compactly supported radial basis function and its application to rapid optimizations of electromagnetic devices," IEEE Trans. Magn., vol. 41, no. 6, pp. 2111-2117, Jun. 2005.
3. T. Krishnamurthy, "Response surface approximation with augmented and compactly supported radial basis functions," in 44th AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conf., Norfolk, VA, Apr. 2003.
4. P. Alotto, A. Caiti, G. Molinari, and M. Repetto, "A multiquadrics based algorithm, for the acceleration of simulated annealing optimization procedures," IEEE Trans. Magn., vol. 32, no. 3, pp. 1198-1201, May 1996.
5. M. C. Costa, J. L. Coulomb, Y. Maréchal, and S. I. Nabeta, "An adaptive method applied to the diffuse element approximation in optimization process," IEEE Trans. Magn., vol. 37, no. 5, pp. 3418-3422, Sep. 2001.
6. G. E. P. Box and N. R. Draper, Empirical Model-Building and Response Surfaces.. New York: Wiley, 1987.
7. G. E. P. Box, W. G. Hunter, and J. S. Hunter, Statistics for Experimenters: An Introduction to Design, Data Analysis, and Model Building. New York: Wiley, 1978.
8. W. D. Kelton and R. R. Barton, "Experimental design for simulation," in Winter Simulation Conf. Proc., 2003, pp. 59-65.
9. M. D. McKay, J. D. Morrison, and S. C. Upton, "Evaluating prediction uncertainty in simulation models," Comput. Phys. Commun., vol. 117, pp. 44-51, 1999.
10. M. Kendall and A. Stuart, The Advanced Theory of Statistics, 4th ed. New York: Macmillan, 1979, vol. 2, ch. ch. 26.
11. M. D. McKay, "Evaluating prediction uncertainty," NUREG/CR-6311, LA-12915-MS, 1995.
12. L. M. Moore, M. D. McKay, and K. S. Campbell, "Combined array experiment design," in Proc. 4th Int. Conf. Sensitivity Analysis of Model Output, 2004, pp. 421-429.
13. G. S. Peace, Taguchi Methods, A. Hands-on Approach. Reading, MA: Addison-Wesley, 1992.
14. B. D. Youn and K. K. Choi, "A new response surface methodology for reliability-based design optimization," Comput. Struct., vol. 82, pp. 241-256, 2004.
15. P. Lancaster and K. Salkauskas, "Surfaces generated by moving least squares methods," Math. Comput., vol. 37, no. 155, pp. 141-158, 1981.
16. T. Belytschko, Y. Lu, and L. Gu, "Element-free Galerkin methods," Int. J. Numer. Methods Eng., vol. 37, pp. 229-256, 1994.
17. C. A. Duarte and J. T. Oden, "A review of some meshless methods to solve partial differential equations," The University of Texas at Austin, Tech. Rep. 95-06, TICAM, May 1995.
18. J. W. Bandler, Q. S. Cheng, A. S. Dakroury, A. S. Mohamed, M. H. Bakr, K. Madsen, and J. Sondergaard, "Space mapping: The state of the art," IEEE Trans. Microw. Theory Tech., vol. 52, no. 1, pp. 337-360, Jan. 2004.
19. T. Ebner, C. Magele, B. R. Brandstatter, and K. R. Richter, "Utilizingfeed forward neural networks for acceleration of global optimization procedures," IEEE Trans. Magn., vol. 34, no. 5, pp. 2928-2931, Sep. 1998.
20. K. Rashid, E. M. Freeman, and J. A. Ramirez, "Model approximation and optimization in electromagnetics using computational intelligence," in 3rd Brazilian Conf. Electromagn., Sao Paulo, Brazil, 1998.
21. H. S. Zire, C. Espanet, and A. Miraoui, "Optimal analytical model for a high torque and low speed permanent magnets synchronous machine," in ACEMP 2004, Istanbul, Turkey, May 26-28, 2004.
22. R. H. Byrd, P. Lu, J. Nocedal, and C. Zhu, "A limited memory algorithm for bound constrained optimization," SIAM J. Sci. Comput., vol. 16, no. 5, pp. 1190-1208, Sep. 1995.