ANN Control Based Variable Speed PMSG-Based Wind Energy Conversion System

  • Authors

    • B Praveenkumar
    • K S.Srikanth
    • M Kiran kumar
    • G G .Raja sekhar
    2018-03-18
    https://doi.org/10.14419/ijet.v7i2.7.10876
  • Ann Controller, PI Controller, Permanent Magnet Synchronous Generator, Wind Energy System, Wind Turbine.
  • Abstract

    This paper presents a comparative analysis of three control algorithms for a wind turbine generator using a variable speed permanent magnet synchronous generator (PMSG). The design methodologies of the conventional PI based controller, the Taylor series expansion linear approximation based (TSLA-based) controller and the feedback linearization based (FL-based) nonlinear controller are provided. The objective is to keep the wind turbine operating at normal speed of the rotor at maximum power extraction (MPPT control), while insuring the power extracting from the turbine to the generator, regardless of the wind speed. The controller gains of the nonlinear controller are extended with Artificial Intelligence controller approach. The results show a better control performance for the ANN controller. This performance of Ann controller can be characterized by fast and smooth transient responses as well as a zero steady state error and reference tracking quality.

                                                                                                                                                                     

  • References

    1. [1] G. W. E. G. Council, "Global wind report 2015," 2016. [Online]. Available: www.gwec.net

      [2] B. Wu, Y. Lang, N. Zargari, and S. Kouro, “Power conversion and control of wind energy systems,†John Wiley & Sons, 2011, vol. 77.

      [3] J. Thongam, R. Beguenane, A. Okou, M. Tarbouchi, A. Merabet, and P. Bouchard, "A method of tracking maximum power points in variable speed wind energy conversion systems," in Power Electronics, Electrical Drives, Automation and Motion (SPEED AM), 2012 International Symposium. IEEE, 2012, pp. 1095- 1100.

      [4] S. Li, T. A. Haskew, R. P. Swatloski, and W. Gathings, "Optimal and direct-current vector control of direct-driven pmsg wind turbines,â€IEEE Transactions on power Electronics, vol. 27,no. 5 . pp. 2325-2337, 2012.

      [5] C.Lumbreras, J. M. Guerrero, P. Garcia, F. Briz, and D. D. Reigosa,†IEEE Transactions on power Electronics,vol. 31, no. 10,no. 10. Pp. 6980-6991, 2016.

      [6] N. A. Oriando, M. Liserre, R. A. Mastromauro, and A. Dell’Aquila, “A survey of control issues in pmsg-based small wind-turbine systems,†IEEE Transactions on industrial informatics, vol. 9, no. 3, pp. 1211-1221,2013.

      [7] B. Housseini, F. A. Okou, and R. Beguenane,â€in Industrial Electronics society,IECON 2015-41st Annual conferenceof the IEEE. IEEE,2015,pp. 005 273-005 278

      [8] K, H. Kim, Y-C. Jeung, D,-C, Lee, and H.-G. Kim, “Lvrt scheme of pmsg wind power systems based on feedback linearization,†IEEE Transactions on power Electronics, vol. 27,no. 5,pp. 2376-2384, 2012.

      [9] S. Zhou, J. Liu, L. Zhu, “Improved dc-link voltage control of pmsg wecs based on feedback linearization under grid faults,†in Applied Power Electronics conference and Exposition(APEC, 2013 Twenty-English Annual IEEE. IEEE,2013, pp. 2895-2899.

      [10] B. K. Bose, “Power electronics and ac drive,â€1986.

      [11] T. Ashish, “Modern control design-with matlab and Simulink,â€Indian Institute of Technogoly, Kanpur,India, John Wiley & Sond, 2002.

      [12] M. a. Tankari, M. B. Camara, B. Dakyo, and G. Lefebvre,â€Use of ultracapacitors and batteries for efficient energy management in wind-diesel hybrid systems,â€IEEE Transactons on Sustainable Energy, vol. 4,no. 2, pp. 414-424,2013.

      [13] VARUN TEJA, T. and ASADI, S.S., 2016. An integrated approach for evaluation of environmental impact assessment - A model study. International Journal of Civil Engineering and Technology, 7(6), pp. 650-659.

      [14] SARMA, G.S., ASADI, S.S. and NARAYANA, S.L., 2016. Creation of web based decision Support information system for evaluation of Topographic characteristics using remote sensing & GIS and visual basic programe. International Journal of Civil Engineering and Technology, 7(6), pp. 621-634.

      [15] ADITYA VARMA, K.V., MANIDEEP, T. and ASADI, S.S., 2016. A critical comparison of quantity estimation for gated community construction project using Traditional method vs Plan swift software: A case study. International Journal of Civil Engineering and Technology, 7(6), pp. 707-713.

      [16] MADHAV, B.T.P., PISIPATI, V.G.K.M., MADHAVI LATHA, D. and DATTAPRASAD, P.V., 2012. Planar dipole antenna on liquid crystal polymer substrate at 2.4 GHz.

      [17] LAKSHMI, M.L.S.N.S., KHAN, H. and MADHAV, B.T.P., 2015. Novel sequential rotated 2×2 array notched circular patch antenna. Journal of Engineering Science and Technology Review, 8(4), pp. 73-77.

      [18] Sastry, J.K.R., Ganesh, J.V., Bhanu, J.S., I2C based networking for implementing heterogeneous microcontroller based distributed embedded systems, Indian Journal of Science and Technology, Volume 8, Issue 15, 2015.

      [19] Sastry, J.K.R., Naga Sai Tejasvi, T., Aparna, J., Dynamic scheduling of message flow within a distributed embedded system connected through a RS485 network, ARPN Journal of Engineering and Applied Sciences, Volume 12, Issue 9, 1 May 2017, Pages 2809-2817

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  • How to Cite

    Praveenkumar, B., S.Srikanth, K., Kiran kumar, M., & G .Raja sekhar, G. (2018). ANN Control Based Variable Speed PMSG-Based Wind Energy Conversion System. International Journal of Engineering & Technology, 7(2.7), 526-53. https://doi.org/10.14419/ijet.v7i2.7.10876

    Received date: 2018-04-01

    Accepted date: 2018-04-01

    Published date: 2018-03-18