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http://dx.doi.org/10.5207/JIEIE.2008.22.1.040

Efficiency Optimization Control of IPMSM using Neural Network  

Chol, Jung-Sik (순천대학교 공대 전기공학과)
Ko, Jae-Sub (순천대학교 공대 전기공학과)
Chung, Dong-Hwa (순천대학교 공대 전기공학과)
Publication Information
Journal of the Korean Institute of Illuminating and Electrical Installation Engineers / v.22, no.1, 2008 , pp. 40-49 More about this Journal
Abstract
Interior permanent magnet synchronous motor(IPMSM) has become a popular choice in electric vehicle applications and so of due to their excellent power to weight ratio. To obtain maximum efficiency in these applications, this paper proposes the neural network control method. The controllable electrical loss which consists of the copper loss and the iron loss can be minimized by the error back propagation algorithm(EBPA) of neural network. The minimization of loss is possible to realize eHciency optimization control for the IPMSM drive. This paper proposes high performance and robust control through a real time calculation of parameter variation such as variation of back emf constant, armature resistance and d-axis inductance about the motor operation. Proposed algorithm is applied IPMSM drive system, prove validity through analysis operating characteristics con011ed by efficiency optimization control.
Keywords
IPMSM drive; Efficiency optimization control; Neural network; EBPA; Armature resistance; d-axis inductance;
Citations & Related Records
Times Cited By KSCI : 2  (Citation Analysis)
연도 인용수 순위
1 이홍균, 이정철, 정동화, 'IPMSM 드라이브의 속도 제어를 위한 적응 FNN 제어기', The Trans of KIEE, Vol. 41-SC, No. 3, pp. 39-46, 2004
2 C. Chan, R. Zhang, K. Chau and J. Jiang, 'Optimal efficiency control of PM hybrid motor devices for electrical vehicles,' Proc. IEEE PESC'97, Vol. 1, pp. 363-368, 1997
3 J. C. Lee, H. G. Lee and S. M. Nam, D. H. Chung, 'Speed control of induction motor drive using adaptive FNN controller,' International Conference ICEMS'04, Conference No. PI-5(430-M09-052), 2004. [CD no. 2]
4 남수명, 정동화, 'AFLC에 의한 유도전동기 드라이브의 ANN 센서리스 제어,' The Journal of KIIEE, Vol. 20, No. 1, pp. 57-64, 2006   과학기술학회마을   DOI
5 최정식, 고재섭, 정동화, 'HAI 제어기에 의한 SynRM 드라이브의 효율 최적화 제어,' The Journal of KIIEE, Vol. 20, No. 4, pp. 98-106, 2006   과학기술학회마을   DOI
6 F. F. Bernal, A. G. Cerrade and R. Faure, 'Model-based loss minimization for DC and AC vector controlled motors including core saturation,' IEEE Trans. on IA, Vol. 36, No. 3, pp. 755-763, 2000
7 N. Urasaki, T. Senjyu and K. Uezato, 'High efficiency drive for PMSM based on accurate mathematical model,' in Proc. IPEC-Tokyo 2000, Vol. 3, pp. 1207-1212, 1000
8 A. Kusko and D. Galler, 'Control means for minimization of losses in ac and dc motor drives,' IEEE Trans. IA, Vol. 19, pp. 561-570, 1983
9 R. S. Colby and D. W. Novotny, 'Efficiency operation of surface mounted PM synchronous motors,' IEEE Trans., IA, Vol. 25, pp. 1048-1054, 1987
10 R. S. Colby and D. W. Novotny, 'Efficiency-optimizing permanent-magnet synchronous motor drive,' IEEE Trans., IA, Vol. 24, pp. 462-469, 1988
11 Y. Nakamura, T. Kudo, F. Ishibashi and S. Hibino, 'High-efficiency drive due to power factor control of a permanent magnet synchronous motor,' IEEE Trans., PE, Vol. 10, pp. 247-253, 1995
12 J. Davoine, R. Parret and H. Le-Huy, 'Operation of a self controlled synchronous motor without a shaft position sensor,' IEEE Trans., IA, Vol. 19, No. 2, pp. 217-222, 1993
13 S. Bolognani, R. Oboe and M. Zigliotto, 'DSP-based extended kalman filter estimation of speed and rotor position of a PM synchronous motor,' IEEE Conf. IECI, pp. 2097-2102, 1994
14 C. Mademlis, J. Xypteras and N. Margaris, 'Loss Minimization in surface permanent magnet synchronous motor drive,' IEEE Trans. on IE, Vol. 47, No. 1, pp. 115-122, 2000
15 S. Morimoto, Y. Tong, Y. Taketa and T. Hirasa, 'Loss minimization control of permanent magnet synchronous motor drives,' IEEE Trans. on IE, Vol. 41, No. 5, pp. 511-517, 1994   DOI   ScienceOn
16 R. Wu and G. R. Slemon, 'A permanent magnet motor drive without shaft sensor,' IEEE Trans. IA, Vol. 27, pp. 1005-1011, 1991
17 J. C. Lee, H. G. Lee, Y. S. Lee and S. M. Nam, D. H. Chung, 'Speed estimation and control of induction motor drive using hybrid intelligent control,' International Conference ICPE'04, No. 3, pp. 181-185, 2004
18 A. B. Kulkarni and M. Ehsani, 'A novel position elimination technique for the interior permanent magnet synchronous motor drive,' IEEE Trans. Ind. Appl., Vol. 28, pp. 144-150, 1992   DOI   ScienceOn