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Study on Implementation of Neural Network Controlling Four Quadrants Direct Current Chopper

Part1: Using Single Neural Network Controller with Binary Data Output
  • S. ArofEmail author
  • N. H. Diyanah
  • P. A. Mawby
  • H. Arof
Chapter
Part of the Advanced Structured Materials book series (STRUCTMAT, volume 102)

Abstract

This paper describes the implementation of Artificial Neural Network (ANN) as chopper operation controller (COC) that is responsible for selecting the correct mode for a four quadrants direct current Chopper (FQDC) that drives a dc series motor. In turn, the direct curent motor propels an electric car (EC). The right mode of chopper operation is necessary for optimum performance and maximum battery power utility. The process starts with preparing the data for training the ANN controller. Then a MATLAB/Simulink model is established to test the performance of the trained ANN. The results show the ANN can perform the tasks of a COC successfully.

Keywords

Direct current drive Artificial neural network Electric vehicle Electric car Series motor Four quadrants chopper 

References

  1. 1.
    Gao, Y., Ehsani, M.: Design and control methodology of plug-in hybrid electric vehicles. IEEE Trans. Ind. Electron. 57(2), 633–640 (2010)CrossRefGoogle Scholar
  2. 2.
    Westbrook, M.H.: The Electric and Hybrid Electric Vehicle. SAE, USA (2001)Google Scholar
  3. 3.
    Husain, I.: Electric and Hybrid Electric Vehicles, design fundamentals. CRC Press, USA (2003)Google Scholar
  4. 4.
    Oak Ridge National Laboratory: Advanced Brush Technology for DC Motors (2009). Available: http://peemrc.ornl.gov/projects/emdc3.jpg
  5. 5.
    Heinrich, Walter Rentsch, Herbert Dr.-Ing, ABB Industry: “Guide to Variable Speed Drives,” Technical Guide No. 41180 D-68619 LAMPERTHEIM, Germany, 3ADW 000 059 R0201 REV B (02.01), DCS 400/DCS 500/DCS 600: ABB (2003)Google Scholar
  6. 6.
    Bansal, R.C., Birla Institute of Technology and Science, Pilani, India.: Electric Vehicle, Handbook Of Automotive Power Electronics and Motor Drives. Taylor & Francis Group, CRC Press, USA (2005)Google Scholar
  7. 7.
    Rashid, M.H.: Power Electronics, Circuits, Devices and Applications, 3rd ed. Prentice Hall (2004)Google Scholar
  8. 8.
    Senthil Kumar, N., Sasasivam, V., Muruganandam, M.: A low cost four-quadrant chopper—fed embedded DC drive using fuzzy controller. J. Electr. Power Compon. Syst. 35, 907–920 (2007)CrossRefGoogle Scholar
  9. 9.
    Arof, S.,Yaakob, N.M. Jalil, J.A., Mawby, P.A., Arof, H.: Series motor four quadrants drive DC chopper, part 1: Overall. In: International Conference on Power Electronics (2014)Google Scholar
  10. 10.
    Arof, S., Muhd Khairulzaman, A. K., Jalil, J.A., Arof, H., Mawby, P.A.: Self tuning fuzzy logic controlling chopper operation of four quadrants drive DC chopper for low cost electric vehicle. In: 6th International Conference on Intelligent Systems, Modeling and Simulation, IEEE computer Society, pp. 40–24 (2015).  https://doi.org/10.1109/isms.2015
  11. 11.
    Arof, S., Muhd Khairulzaman, A.K., Jalil, J.A., H. Arof, Mawby, P.A.: Artificial intelligence controlling chopper operation of four quadrants drive DC chopper for low cost electric vehicle. Int. J. Simul. Sci. Technol. (2015).  https://doi.org/10.5013/ijssst.a.16.04.03,2015.ijsst
  12. 12.
    Joshi, D., Bansal, R.C.: Performance evaluation of multiquadrant DC drive using fuzzy-genetic approach. Application of Genetic Algorithm for Optimization of Control Strategy in Parallel HEVGoogle Scholar
  13. 13.
    Michael, N.: Artificial Intelligence, a Guide to Intelligent System, 3rd edn. (2011)Google Scholar
  14. 14.
    Dazhi, W., Jie, Y., Qing, Y., Dongsheng, W., Hui, J.: Estimation and control of hybrid electric vehicle using artificial neural networks. In: 2nd IEEE Conference on Industrial Electronics and Applications, pp. 35–40 (2007)Google Scholar
  15. 15.
    Arof, S., Hassan, H., Rosyidi, M., Mawby, P.A., Arof, H.: Implementation of series motor four quadrants drive dc chopper for dc drive electric car and LRT. J. Appl. Environ. Biol. Sci. 7(3S), 73–82 (2017)Google Scholar
  16. 16.
    Arof, S., Jalil, J.A., Kamaruddin, N.H., Yaakop, N.M., Mawby, P.A., Arof, H.: Series motor four quadrants drive dc chopper part 2: driving and reverse with direct current control. In: International Conference on Power Electronics, pp. 775–780. 978-1-5090-2547-3/16.  https://doi.org/10.1109/pecon2016.7951663
  17. 17.
    Arof, S., Noor, N.M., Elias, F., Mawby, P.A., Arof, H.: Investigation of chopper operation of series motor four quadrants DC chopper. J. Appl. Environ. Biol. Sci. 7(3S), 49–56 (2017)Google Scholar
  18. 18.
    Mathworks: User guide to Neural Network using MATLAB/Simulink Toolbox. http://www.mathworks.com/help/nnet

Copyright information

© Springer Nature Switzerland AG 2019

Authors and Affiliations

  • S. Arof
    • 1
    • 2
    Email author
  • N. H. Diyanah
    • 1
  • P. A. Mawby
    • 2
  • H. Arof
    • 3
  1. 1.Malaysian Spanish Institute, Universiti Kuala LumpurKulimMalaysia
  2. 2.School of Engineering, University of WarwickCoventryUK
  3. 3.Engineering DepartmentUniversiti Malaya, Jalan UniversitiKuala LumpurMalaysia

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