Optimal design of electric machine used in spacecraft by using fuzzy multi-objective particle swarm algorithm

Document Type : Original Article

Authors

Department of Electrical and Electronic,, Faculty of Electrical and Computer Eng. University of Sistan and Baluchestan, Zahedan, Iran

Abstract

Permanent magnet synchronous machines (PMSM) used in spacecraft must be able to control the magnet flux. For this purpose, in addition to the magnet, an excitation coil is placed on their rotor, which is widely used in control purposes. Reducing torque ripple and increasing the average torque are two important goals in the design of electric machines. In this paper, first the average torque and torque ripple for the PMSM in several cases are determined by numerical method. Then, analytical functions are obtained for them by using multilayer perceptron neural network. Fixed coefficients in the neural network are adjusted so that not only the errors for the training, test, validation, and total data, are very small but also the error for the test data is very close to the error for the training data. After that, by multi-objective fuzzy particle swarm optimization algorithm, the dimensions of the PMSM are determined in such a way that the torque ripple is minimum and the average value of torque is maximum. The determination of the optimal point at the pareto front will be determined by using the fuzzy maximum-minimum method. In this paper, numerical analysis is performed with Maxwell software and neural network, optimization and fuzzy are modeled by Matlab one.

Keywords

References

[1] A. Hosseinpour, M. Mardaneh and A. Rahideh “Investigation of the Effects of Different Magnetization Patterns on the Performance of Series Hybrid Excitation Synchronous Machines” Progress In Electromagnetics Research M, Vol. 64, 109–121, 2018.
 
[2] Y. Amara, S. Hlioui, Rachid Belfkira, G. Barakat and M. Gabsi “Comparison of open circuit flux control capability of a series double excitation machine and a parallel double excitation machine” IEEE Trans. Veh. Technol., vol. 60, no. 9, Nov 2011.
 
[3] Y. Wang and Z. Deng “Hybrid excitation topologies and control strategies of stator permanent magnet machines for DC power system” IEEE Trans. Ind. Elec., vol. 59, no. 12, 2012.
 
[4] W. Geng, Z. Zhang, K. Jiang and Yangguang Yan, “A new parallel hybrid excitation machine: permanent-magnet/variable-reluctance machine with bidirectional field-regulating capability” IEEE Trans. Ind. Elec., vol. 62, no. 3, Mar. 2015.
 
[5] K. Kamiev, J. Pyrh¨onen, J. Nerg,V. Zaboin and J. Tapia “Modeling and testing of an armature-reaction-compensated (PM) synchronous generator” IEEE Trans. Energy Convers., vol. 28, no. 4, Dec. 2013.
 
[6] X. Zhu, M. Cheng, W. Hua, J. Zhang, and W. Zhao, “Design and analysis of a new hybrid excited doubly salient machine capable of field control,” in Conf. Rec. IEEE IAS Annu. Meeting, Tampa, FL, USA, 2006, vol. 5,pp. 2382–2389.
 
[7] W. Hua, M. Cheng, and G. Zhang, “A novel hybrid excitation flux switching motor for hybrid vehicles,” IEEE Trans. Magn., vol. 45, no. 10,pp. 4728–4731, Oct. 2009.
 
[8] R. L. Owen, Z. Q. Zhu, and G. W. Jewell, “Hybrid-excited flux-switching permanent-magnet machines with iron flux bridges,” IEEE Trans. Magn., vol. 46, no. 6, pp. 1726–1729, Jun. 2010.
 
[9] Z. Zhang, S. Ma, J. Dai and Y. Yan “Investigation of Hybrid Excitation Synchronous Machines With Axial Auxiliary Air-Gaps and Non-Uniform Air-Gaps” IEEE Trans. Ind Appl., vol. 50, no. 3, May/Jun. 2014.
 
[10] L. Xiaogang and T. A. Lipo, “A synchronous/permanent magnet hybrid AC machine,” IEEE Trans. Energy Convers., vol. 15, no. 2, pp. 203–210, Jun. 2000
 
[11] A. Hosseinpour, M. Mardaneh and A. Rahideh ”Two-dimensional analytical model for double field excitation synchronous machines” IET Generation, Transmission & Distribution , Vol. 15, Is. 6, pp. 1081-1093, 2021.
 
[12] S. I. Kim, J. Cho, S. Park, T. Park and S. Lim “Characteristics comparison of a conventional and modified spoke-type ferrite magnet motor for traction drives  of low-speed electric vehicles ” IEEE Trans. on Ind. Appl., vol. 49, no. 6, pp. 2516-2523, 2013.
 
[13] K. Kamiev, J. Nerg, J. Pyrhönen, V. Zaboin, and J. Tapia “Feasibility of an armature-reaction-compensated permanent-magnet synchronous generator in island operation” IEEE Trans. Ind. Elec., vol. 61, no. 9, Sep. 2014.
 
[14] H. Bali, Y. Amara, G. Barakat, R. Ibtiouen and M. Gabsi “Analytical modeling of open circuit magnetic field in wound field and series double excitation synchronous machines” IEEE Trans. Magn., vol. 46, no. 10, Oct. 2010.
 
[15] A. Hosseinpour and A. Khaje ” Determine Optimal Value of Pole Arc to Pole Pitch Ratio in order to Increasing Average Torque and Decreasing Unbalance Magnetic Force in Hybrid Electrical Vehicle ” International Journal of Industrial Electronics, Control and Optimization, Vol.4 , Issue. 4, 2021.
Fuzzy Systems and its Applications
Volume 4, Issue 2 - Serial Number 9
March 2022
Pages 151-164

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History

  • Receive Date: 20 November 2021
  • Revise Date: 08 December 2021
  • Accept Date: 03 March 2022

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