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Artificial Neural Networks (ANN) of Proposed Linear Induction Motor with Hybrid Secondary (HLIM) Considering the End Effect

Received: 27 September 2020     Accepted: 22 June 2021     Published: 28 June 2021
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Abstract

Nowadays, linear electric motors are used in industries and applications that require linear motion. Different classifications for linear motors can be considered that one of them is based on their secondary. They have two secondary types: Flat (FLIM) and Ladder (LLIM) secondary. LLIMs have more thrust force than FLIMs, however due to their higher design cost, they are less popular. In this paper we proposed a linear induction motor with Hybrid (HLIM) secondary and its relationships with consideration of the end effect. Then, this motor optimally designed using the Particle Swarm Optimization (PSO) algorithm. Next its output speed is controlled by the Direct Thrust Force Control (DTFC) method. According to the results, speed of HLIM reaches the desired speed in less time than and also less ripple than LLIM and FLIM. Also HLIM has more power factor as well as more thrust force and more efficiency than LLIM and FLIM. Also HLIM has less design cost than the LLIM and FLIM.

Published in American Journal of Electrical and Computer Engineering (Volume 5, Issue 1)
DOI 10.11648/j.ajece.20210501.15
Page(s) 32-39
Creative Commons

This is an Open Access article, distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution and reproduction in any medium or format, provided the original work is properly cited.

Copyright

Copyright © The Author(s), 2021. Published by Science Publishing Group

Keywords

Linear Induction Motors (LIMs), Hybrid Secondary, Direct Thrust Force Control (DTFC), Particle Swarm Optimization (SPO)

References
[1] A. Mousaei and M. B. B. Shrifian, "Design and optimization of a Linear Induction Motor with hybrid secondary for textile applications", The 28th IEEE Iranian Conference on Electrical Engineering, Tabriz, Iran, 26-28 May. 2020.
[2] H. Shadabi, A. Rahnama Sadat, A. Pashaei, M. M. B. Sharifian, "Speed Control of Linear Induction Motor Using DTFC Method Considering end-effect Phenomenon", International Journal on Technical and Physical Problems on Engineering, vol. 6, no. 4, pp. 75-81, Dec, 2014.
[3] K. Yamazaki, "Modification of 2D nonlinear time-stepping analysis by limited 3D analysis for induction machines", IEEE Transactions on Magnetics, vol. 33, no. 2, pp. 1694-1697, Mar. 1997.
[4] A. Shiri and A. Sholai, "Linear Induction Motor, Analysis, Design and Modeling", Shahid Rajaee University Press Education, Fall 2016.
[5] E. Amiri and E. Mendrela, "A novel equivalent circuit model of linear induction motors considering static and dynamic end effects", IEEE Transactions on Magnetics, vol. 50, no. 3, pp. 120-128, Mar. 2014.
[6] E. R. Laithwaite and S. A. Nasir "Linear-motion electrical machines" Proceedings of the IEEE, vol. 58, no. 4, April 1970.
[7] A. Shiri and A. Shulaie, "Design optimization and analysis of single-sided linear induction motor, considering all phenomena", IEEE Transactions on Energy Conversion, vol. 27, no. 2, June 2012.
[8] H. Yu and B. Fahimi, "Effects of air gap length variation in frictionless linear induction transportation system", IEEE Vehicle Power and Propulsion Conference, 2007, pp. 377-382.
[9] A. Shiri and D. E. Moghaddam, "A new dynamic model for linear induction motors, considering end effect", The 10th International Symposium on Linear Drives for Industry Applications (LDIA), Aachen, Germany, pp. 27-29, July 2015.
[10] K. Woronowicz and A. Safaee, "A novel linear induction motor equivalent circuit with optimized end effect model", Canadian Journal of Electrical and Computer Engineering, vol. 37, pp. 34-41, 2014.
[11] F. Sarapulov, S. Sarapulov and I. Smolyanov, "Compensated linear induction motor characteristics research by detailed magnetic equivalent circuit", International Conference on Industrial Engineering, Applications and Manufacturing (ICIEAM), 2017.
[12] A. Zare-Bazghale, M. Naghshan and A. Khodadoost, "Derivation of equivalent circuit parameters for single sided linear induction motor", IEEE Transactions on plasma Science, vol. 43, no. 10, pp. 3637-3644, Sep. 2015.
[13] A. H. Isfahani, H. Lesani, and B. Ebrahimi, "Design optimization of a low-speed single-sided linear induction motor for improved efficiency and power factor", IEEE Transactions on Magnetics, vol. 44, pp. 266-272, June 2008.
[14] M. Hofmann, A. Binder and R. Pfeiffer, "Investigations on a linear induction machines for railway applications", Electric Machines and Drives Conference, Cambridge, MA, USA, 2001.
[15] N. Fuji and T. Harada, "A new viewpoint of end effect of linear induction motor from secondary side in ladder type model", IEEE Transactions on Magnetics, Vol. 35, No. 5, Sep. 1999.
[16] T. Yamaguchi, M. Ito and K. Matusi, "Improvement of thrust of linear induction motor using modified ladder slits", IEEE Power Conversion Conference, vol. 35, 2, pp. 563-566, 1997.
[17] P. Naderi and A. Shiri, "Modeling of ladder-secondary linear induction machine using magnetic equivalent circuit", IEEE Transactions on Vehicular Technology, 2018.
[18] M. Masoumi Kazraji, et al, "Fuzzy Predictive Force Control (DTFC) for Speed Sensorless Control of Single-side Linear Induction Motor", International Journal on Engineering, Technology & Applied Science Research, vol. 7, no. 6, pp. 2132-2138, 2017.
[19] M. H. Holakooie, et al, "MRAS based Speed Estimator for Sensorless Vector Control of a Linear Induction Motor with Improved Adaptation Mechanisms", Journal on power electronics, vol. 15, no. 56, pp. 1274-1285, Sep, 2015.
[20] F. J. Lin, et al, "FPGA-based Adaptive Backstepping Sliding-Mode Control for Linear Induction Motor Drive", IEEE Transactions on power electronic, vol. 22, no. 4, Juy, 2007.
[21] J. Kennedy and R. C. Eberhart, "Partical Swarm Optimization", Proceeding of IEEE International Conference on Neural Networks, Piscataway, NJ, pp. 1942-1948, 1995.
[22] K. Aditya, A. Newwel, et al, "Implementation of Close Loop Speed Control with VVVF Control and Slip Regulation on LIM", International Journal on Engineering, Technology & Applied Science Research, vol. 4, no. 2 pp. 596-599, 2014.
[23] B. Laporte and N. Takorabet, "An approach to optimize winding design in linear induction motors", IEEE Transactions on Magnetics, vol. 33, no. 2, pp. 1844-1847, Mar. 1997.
[24] M. Rosenmayr, A. Glavitsch and H. Stemmler, "Swissmetro Power supply for a high power propulsion system with short stator linear motor", 15th International Conference on Magnetically Levitated System and Linear Drives Maglev, Yamanashi, Japan, pp. 280-286, 1998.
[25] G. Lv, D. zeng and T. Zhou, "An advanced equivalent circuit model for linear induction motor", IEEE Transactions on Industrial Electronics, vol. 65, pp. 7495-7503, Feb. 2018.
[26] G. Lv, D. zeng and T. Zhou, "Intluence of the ladder-slit secondary on reducing the edge effect and transvers forces in the linear induction motor", IEEE Transactions on Industrial Electronics, vol. 65, pp. 7516-7525, Sep. 2018.
[27] A. Shiri, "Electromagnetics force analysis in linear induction motors, considering end effect", The 7th IEEE Conference on Power Electronics, Drive system and Technologies Conference, Tehran, Iran, 16-18 Feb. 2016.
[28] G. Kang and K. Nam, "Field-oriented control scheme for linear induction motor with the end effect", IEEE Proc. On Power Electric applications, vol. 152, no. 6, pp. 1565-1572, November 2015.
[29] T. L. Bergman, A. S. Lavine, D. P. Dewitt, and F. P. Incropera, "Introduction to heat transfer", John Wiley & Sons, 6th Edition, USA, 2011.
[30] A. Shiri, "Electromagnetic force analysis in linear induction motors, considering end effect", 7th Power Electronics, Drive Systems & Technologies Conference (PEDSTC), Iran University of Scinence and Technology, Tehran, Iran, Feb. 2016.
[31] R. W. Burns, "Charles Wheatstone FRS 1802-1875 (2nd edition)", IET Engineering Science and Education, vol. 11, no. 5, 2002.
[32] E. R. Laitwaite, "Induction machines for special purposes", Chemical Publishing Company, Inc, New York, 1966.
Cite This Article
  • APA Style

    Arash Mousaei, Nasim Bahari, Guo Mieho. (2021). Artificial Neural Networks (ANN) of Proposed Linear Induction Motor with Hybrid Secondary (HLIM) Considering the End Effect. American Journal of Electrical and Computer Engineering, 5(1), 32-39. https://doi.org/10.11648/j.ajece.20210501.15

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    ACS Style

    Arash Mousaei; Nasim Bahari; Guo Mieho. Artificial Neural Networks (ANN) of Proposed Linear Induction Motor with Hybrid Secondary (HLIM) Considering the End Effect. Am. J. Electr. Comput. Eng. 2021, 5(1), 32-39. doi: 10.11648/j.ajece.20210501.15

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    AMA Style

    Arash Mousaei, Nasim Bahari, Guo Mieho. Artificial Neural Networks (ANN) of Proposed Linear Induction Motor with Hybrid Secondary (HLIM) Considering the End Effect. Am J Electr Comput Eng. 2021;5(1):32-39. doi: 10.11648/j.ajece.20210501.15

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  • @article{10.11648/j.ajece.20210501.15,
      author = {Arash Mousaei and Nasim Bahari and Guo Mieho},
      title = {Artificial Neural Networks (ANN) of Proposed Linear Induction Motor with Hybrid Secondary (HLIM) Considering the End Effect},
      journal = {American Journal of Electrical and Computer Engineering},
      volume = {5},
      number = {1},
      pages = {32-39},
      doi = {10.11648/j.ajece.20210501.15},
      url = {https://doi.org/10.11648/j.ajece.20210501.15},
      eprint = {https://article.sciencepublishinggroup.com/pdf/10.11648.j.ajece.20210501.15},
      abstract = {Nowadays, linear electric motors are used in industries and applications that require linear motion. Different classifications for linear motors can be considered that one of them is based on their secondary. They have two secondary types: Flat (FLIM) and Ladder (LLIM) secondary. LLIMs have more thrust force than FLIMs, however due to their higher design cost, they are less popular. In this paper we proposed a linear induction motor with Hybrid (HLIM) secondary and its relationships with consideration of the end effect. Then, this motor optimally designed using the Particle Swarm Optimization (PSO) algorithm. Next its output speed is controlled by the Direct Thrust Force Control (DTFC) method. According to the results, speed of HLIM reaches the desired speed in less time than and also less ripple than LLIM and FLIM. Also HLIM has more power factor as well as more thrust force and more efficiency than LLIM and FLIM. Also HLIM has less design cost than the LLIM and FLIM.},
     year = {2021}
    }
    

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  • TY  - JOUR
    T1  - Artificial Neural Networks (ANN) of Proposed Linear Induction Motor with Hybrid Secondary (HLIM) Considering the End Effect
    AU  - Arash Mousaei
    AU  - Nasim Bahari
    AU  - Guo Mieho
    Y1  - 2021/06/28
    PY  - 2021
    N1  - https://doi.org/10.11648/j.ajece.20210501.15
    DO  - 10.11648/j.ajece.20210501.15
    T2  - American Journal of Electrical and Computer Engineering
    JF  - American Journal of Electrical and Computer Engineering
    JO  - American Journal of Electrical and Computer Engineering
    SP  - 32
    EP  - 39
    PB  - Science Publishing Group
    SN  - 2640-0502
    UR  - https://doi.org/10.11648/j.ajece.20210501.15
    AB  - Nowadays, linear electric motors are used in industries and applications that require linear motion. Different classifications for linear motors can be considered that one of them is based on their secondary. They have two secondary types: Flat (FLIM) and Ladder (LLIM) secondary. LLIMs have more thrust force than FLIMs, however due to their higher design cost, they are less popular. In this paper we proposed a linear induction motor with Hybrid (HLIM) secondary and its relationships with consideration of the end effect. Then, this motor optimally designed using the Particle Swarm Optimization (PSO) algorithm. Next its output speed is controlled by the Direct Thrust Force Control (DTFC) method. According to the results, speed of HLIM reaches the desired speed in less time than and also less ripple than LLIM and FLIM. Also HLIM has more power factor as well as more thrust force and more efficiency than LLIM and FLIM. Also HLIM has less design cost than the LLIM and FLIM.
    VL  - 5
    IS  - 1
    ER  - 

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Author Information
  • Department of Electrical and Computer Engineering, University of Tabriz, Tabriz, Iran

  • Department of Electrical and Computer Engineering, University of Tabriz, Tabriz, Iran

  • Department of Electrical and Computer Engineering, University of Michigan, East Lansing, Michigan, USA

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