Home            Contact us            FAQs
    
      Journal Home      |      Aim & Scope     |     Author(s) Information      |      Editorial Board      |      MSP Download Statistics

     Research Journal of Applied Sciences, Engineering and Technology


Improving the Efficiency and Power Factor of Induction Motor using Enhanced ABC with Aid of GA

1N. Anbalagan and 2S. Chenthur Pandian
1TANGEDCO, Erode, India
2Mahalingam College of Engineering and Technology, Coimbatore, Tamil Nadu, India
Research Journal of Applied Sciences, Engineering and Technology  2014  24:5119-5128
http://dx.doi.org/10.19026/rjaset.7.907  |  © The Author(s) 2014
Received: January 13, 2014  |  Accepted: February 15, 2014  |  Published: June 25, 2014

Abstract

This study presents a technique for improving the efficiency and power factor of induction motor. In the proposed method, enhanced Artificial Bee Colony (ABC) with the aid of Genetic Algorithm (GA) algorithm is used to optimize the induction motor’s parameters at various loading points. In the proposed algorithm, employed bees are generated the new solution for the input parameters by using GA. In the proposed method, GA is used for controlling the frequency of perturbation and improving the searching performance of ABC. The proposed method is used to provide the exact parameters from the optimized parameter values for all type of loading conditions. The parameters of induction motors are determined from the current, voltage, power loss, stray load losses and etc. The proposed technique is implemented in MATLAB platform and performance is evaluated. The performance of the proposed method is compared with ABC, FLC and integrated technique.

Keywords:

Efficiency, enhanced ABC, frequency of perturbation, GA, power factor,


References

  1. Anwari, M. and A. Hiendro, 2010. New unbalance factor for estimating performance of a three-phase induction motor with under-and overvoltage unbalance. IEEE T. Energy Conver., 25(3): 619-625.
    CrossRef    
  2. Ayres, R.U., L.W. Ayres and B. Warr, 2003. Exergy, power and work in the US economy, 1900-1998. Energy, 28(3): 219-273.
    CrossRef    
  3. Bazghaleh, A.Z., M.R. Naghashan and M.R. Meshkatoddini, 2010. Optimum design of single-sided linear induction motors for improved motor performance. IEEE T. Magn., 46(11): 3039-3047.
    CrossRef    
  4. Bhalerao, R. and S. Hanwate, 2012. Study of designing regulator systems by using the different observer approach. IOSR J. Electr. Electron. Eng., 1(5): 1-5.
    CrossRef    
  5. Bose, B.K., 1993. Power electronics and motion control-technology status and recent trends. IEEE T. Ind. Appl., 29(5): 902-909.
    CrossRef    
  6. Bose, B.K., 1998. Technology trends in microcomputer control of electrical machine. IEEE T. Ind. Electron., 35(1): 160-177.
    CrossRef    
  7. Bose, B.K., 2009. Power electronics and motor drives recent progress and perspective. IEEE T. Ind. Electron., 56(2): 581-588.
    CrossRef    
  8. Browne, W.R. and B.L. Feringa, 2006. Making molecular machines work. Nat. Nanotechnol., 1: 25-35.
    CrossRef    PMid:18654138    
  9. Campos-Delgado, D.U., D.R. Espinoza-Trejo and E. Palacios, 2008. Fault-tolerant control in variable speed drives: A survey. IET Electr. Power App., 2(2): 121-134.
    CrossRef    
  10. Carlin, P.W., A.S. Laxson and E.B. Muljadi, 2003. The history and state of the art of variable-speed wind turbine technology. Wind Energy, 6(2): 129-159.
    CrossRef    
  11. Chandrasekaran, V. and T. Manigandan, 2011. Double winding induction motor-an approach for improvement of power factor and efficiency. Eur. J. Sci. Res., 66(2): 262-273.
  12. Cunkas, M. and T. Sag, 2010. Efficiency determination of induction motors using multi-objective evolutionary algorithms. Adv. Eng. Softw., 41(2): 255-261.
    CrossRef    
  13. Eltawil, M.A. and Z. Zhao, 2010. Grid-connected photovoltaic power systems: Technical and potential problems-a review. Renew. Sust. Energ. Rev., 14(1): 112-129.
    CrossRef    
  14. Ferreira, F.J.T.E. and A.T. Almeida, 2008. Novel multiflux level, three-phase, squirrel-cage induction motor for efficiency and power factor maximization. IEEE T. Energy Conver., 23(1): 101-109.
    CrossRef    
  15. Gustafsson, A. and M. Gyllenswärd, 2005. The power-aware cord: Energy awareness through ambient information display. Proceeding of Extended Abstracts on Human Factors in Computing Systems (CHI EA '05). ACM, New York, USA, pp: 1423-1426.
    CrossRef    
  16. Hardiansyah, H., 2013. Solving economic dispatch problem with valve-point effect using a modified ABC algorithm. Int. J. Elec. Comput. Eng. (IJECE), 3(3): 377-385.
    CrossRef    
  17. Isfahani, A.H., B.M. Ebrahimi and H. Lesani, 2008. Design optimization of a low-speed single-sided linear induction motor for improved efficiency and power factor. IEEE T. Magn., 44(2): 266-272.
    CrossRef    
  18. Mecrow, B.C. and A.G. Jack, 2008. Efficiency trends in electric machines and drives. Energ. Policy, 36(12): 4336-4341.
    CrossRef    
  19. Ouadfel, S. and S. Meshoul, 2012. Handling fuzzy image clustering with a modified ABC algorithm. Int. J. Intell. Syst. Appl., 12: 65-74.
    CrossRef    
  20. Sen, P.C., 1990. Electric motor drives and control-past, present and future. IEEE T. Ind. Electron., 37(6): 562-575.
    CrossRef    
  21. Singh, G.K., 2005. A research survey of induction motor operation with non-sinusoidal supply wave forms. Electr. Pow. Syst. Res., 75(2-3): 200-213.
    CrossRef    
  22. Slocombe, J.W., L.E. Wagner, A.J. Heber and J.P. Harner, 1990. Test equipment for determining performance of electric motors. Am. Soc. Agr. Eng., 6(1): 97-100.
    CrossRef    
  23. Soltani, W., B. Szabados and G. Hoolboom, 2002. A new synthetic loading for large induction machines with no feedback into the power system. IEEE T. Energy Conver., 17(3):19-324.
    CrossRef    
  24. Ukil, A., R. Bloch and A. Andenna, 2011. Estimation of induction motor operating power factor from measured current and manufacturer data. IEEE T. Energy Conver., 6(2).
  25. Undrajavarapu, S., M.S. Rao and L.U. Kiran, 2012. PV fed boost SPWM inverter driven single-phase induction motor. Int. J. Eng. Res. Appl., 2(4): 2136-2141.
  26. Vries, T.J.A., J.V. Amerongen, A.M. Rankers and E.W. Gaal, 1997. Linear motor motion control using a learning feedforward controller. IEEE-ASME T. Mech., 2(3): 179-187.

Competing interests

The authors have no competing interests.

Open Access Policy

This article is 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, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made.

Copyright

The authors have no competing interests.

ISSN (Online):  2040-7467
ISSN (Print):   2040-7459
Submit Manuscript
   Information
   Sales & Services
Home   |  Contact us   |  About us   |  Privacy Policy
Copyright © 2024. MAXWELL Scientific Publication Corp., All rights reserved