Your browser does not support JavaScript!
http://iet.metastore.ingenta.com
1887

access icon free Efficient heuristic-based approach for multi-objective capacitor allocation in radial distribution networks

This study introduces a heuristic-based approach to allocate static capacitors along radial distribution networks using an accelerated particle swarm optimisation algorithm. In general practice, high potential buses for capacitor placement are initially identified using power loss indices. However, that method has proven less than satisfactory as power loss indices may not always indicate appropriate placement. In the proposed approach, the algorithm identifies optimal sizing and placement and takes the final decision for optimum location within the number of buses nominated. The result is enhancement of the overall system voltage stability index and potential achievement of maximum net savings. Sizing of fixed and switchable capacitors has been considered for different loading conditions. The overall accuracy and reliability of the approach have been validated and tested on radial distribution systems with differing topologies and of varying sizes and complexities. In this study, the results are compared with those obtained using recent heuristic methods and show that the proposed approach is capable of producing high-quality solutions with good performance of convergence and demonstrated viability.

References

    1. 1)
      • 2. Chis, M., Salama, M.M., Jayaram, S.: ‘Capacitor placement in distribution system using heuristic search strategies’, IEE Proc. Gener. Transm. Distrib, 1997, 144, (3), pp. 225230 (doi: 10.1049/ip-gtd:19970945).
    2. 2)
      • 33. Gandomi, A.H., Yun, G.J., Yang, X.S., Talatahari, S.: ‘Combination of chaos and accelerated particle swarm optimization’, Commun. Nonlinear Sci. Numerical Simul., 2013, 18, pp. 327340 (doi: 10.1016/j.cnsns.2012.07.017).
    3. 3)
      • 27. Anhit, S., Ndarajah, M., Kwang, S.: ‘A maximum loading margin method for static voltage stability in power systems’, IEEE Trans. Power Syst., 2006, 21, (2), pp. 965972 (doi: 10.1109/TPWRS.2006.873421).
    4. 4)
      • 34. http://www.mathworks.com.
    5. 5)
      • 15. Rao, R.S., Narasimham, S.V.L., Ramalingaraju, M.: ‘Optimal capacitor placement in a radial distribution system using plant growth simulation algorithm’, Int. J. Electr. Power Energy Syst., 2011, 33, (5), pp. 11331139 (doi: 10.1016/j.ijepes.2010.11.021).
    6. 6)
      • 9. Chang, C.F.: ‘Reconfiguration and capacitor placement for loss reduction of distribution systems by ant colony search algorithm’, IEEE Trans. Power Syst., 2008, 23, (4), pp. 17471755 (doi: 10.1109/TPWRS.2008.2002169).
    7. 7)
      • 26. Musirin, I., Rahman, T.K.: ‘Estimating maximum loadability for weak bus identification using FVSI’, IEEE Power Eng. Rev., 2002, 22, pp. 5052 (doi: 10.1109/MPER.2002.1045568).
    8. 8)
      • 19. El Arini, M.: ‘Optimal capacitor placement incorporating voltage stability and system security’, Eur. Trans. Electr. Power, 2000, 10, (5), pp. 319325 (doi: 10.1002/etep.4450100508).
    9. 9)
      • 30. Eberhart, R., Kennedy, J.: ‘A new optimizer using particle swarm theory’. Proc. Sixth Int. Symp. on Micro Machine and Human Science, Nagoya, Japan, 1995, pp. 3943.
    10. 10)
      • 21. Jasmon, B., Lee, L.H.C.C.: ‘Maximising voltage stability in distribution networks via loss minimization’, J. Electr. Power Energy Syst., 1991, 13, (3), pp. 148152 (doi: 10.1016/0142-0615(91)90003-E).
    11. 11)
      • 20. Satpathy, P.K., Das, D., Gupta, P.B.: ‘Critical switching of capacitors to prevent voltage collapse’, Electr. Power Syst. Res., 2004, 71, (1), pp. 1120 (doi: 10.1016/j.epsr.2003.12.016).
    12. 12)
      • 14. Tabatabaei, S.M., Vahidi, B.: ‘Bacterial foraging solution based fuzzy logic decision for optimal capacitor allocation in radial distribution system’, Electr. Power Syst. Res., 2011, 81, pp. 10451050 (doi: 10.1016/j.epsr.2010.12.002).
    13. 13)
      • 10. Annaluru, R., Das, S., Pahwa, A.: ‘Multi-level ant colony algorithm for optimal placement of capacitors in distribution systems’, Congr. Evol. Comput., CEC, 2004, 2, pp. 19321937.
    14. 14)
      • 1. Haque, M.H.: ‘Capacitor placement in radial distribution systems for loss reduction’, IEE Proc. Gener. Transm. Distrib., 1999, 146, (5), pp. 501505 (doi: 10.1049/ip-gtd:19990495).
    15. 15)
      • 24. Gözel, T., Eminoglu, U., Hocaoglu, M.H.: ‘A tool for voltage stability and optimization in radial distribution systems using MATLAB GUI’, Simul. Model Pract. Theory, 2008, 16, (5), pp. 505518 (doi: 10.1016/j.simpat.2008.02.003).
    16. 16)
      • 7. Yu, X.M., Xiong, X.Y., Wu, Y.W.: ‘A PSO-based approach to optimal capacitor placement with harmonic distortion consideration’, Electr. Power Syst. Res., 2004, 71, pp. 2733 (doi: 10.1016/j.epsr.2004.01.002).
    17. 17)
      • 12. Swarup, K.S.: ‘Genetic algorithm for optimal capacitor allocation in radial distribution systems’. Proc. Sixth WSEAS Int. Conf. Evolutionary Computation, Lisbon, Portugal, 16–18 June 2005, pp. 152159.
    18. 18)
      • 35. Ali, E., Boudour, M., Rabah, G.: ‘New evolutionary technique for optimization shunt capacitors in distribution networks’, J. Electr. Eng., 2011, 62, (3), pp. 163167.
    19. 19)
      • 13. Hsiao, Y.T., Chen, C.H., Chien, C.C.: ‘Optimal capacitor placement in distribution systems using a combination fuzzy-GA method’, Electr. Power Energy Syst., 2004, 26, pp. 501508 (doi: 10.1016/j.ijepes.2004.01.002).
    20. 20)
      • 4. Sirjani, R., Azah, M., Shareef, H.: ‘Heuristic optimization techniques to determine optimal capacitor placement and sizing in radial distribution networks: a comprehensive review’, Przegląd Elektrotechniczny (Electr. Rev.), 2012, 88, (7a), pp. 17.
    21. 21)
      • 23. Teng, J.H.: ‘A direct approach for distribution system load flow solutions’, IEEE Trans. Power Deliv., 2003, 18, (3), pp. 882887 (doi: 10.1109/TPWRD.2003.813818).
    22. 22)
      • 25. Moghavemmi, M., Omar, F.M.: ‘Technique for contingency monitoring and voltage collapse prediction’, IEEE Proc. Gener. Transm. Distrib., 1998, 145, pp. 634640 (doi: 10.1049/ip-gtd:19982355).
    23. 23)
      • 6. Prakash, K., Sydulu, M.: ‘Particle swarm optimization based capacitor placement on radial distribution systems’. IEEE PES General Meeting, Tampa, FL, 2007, pp. 15.
    24. 24)
      • 17. El-Fergany, A.: ‘Revenue maximization for capacitor placement in distribution networks using differential evolution and pattern search’, Int. Rev. Model Simul., 2012, 5, (4), Part B, pp. 17341740.
    25. 25)
      • 22. Graham, W., James, R.M.: ‘Planning for distributed generation within distribution networks in restructured electricity markets’, IEEE Power Eng. Rev., 2000, 20, (2), pp. 5254 (doi: 10.1109/39.819919).
    26. 26)
      • 29. Kennedy, J., Eberhart, R.: ‘Particle swarm optimizer’. IEEE Int. Conf. Neural Net (Perth, Australia), Piscataway, NJ, 1995, vol. 5, pp. 19421948.
    27. 27)
      • 18. Sedighizadeh, M., Arzaghi-haris, D.: ‘Optimal allocation and sizing of capacitors to minimize the distribution line loss and to improve the voltage profile using big bang-big crunch optimization’, Int. Rev. Electr. Eng. (IREE), 2011, 6, (4), Part B, pp. 20132019.
    28. 28)
      • 32. Yang, X.S.: ‘Nature-inspired meta-heuristic algorithms’ (Luniver Press, 2010, 2nd edn.).
    29. 29)
      • 16. Huang, S.: ‘An immune-based optimization method to capacitor placement in a radial distribution system’, IEEE Trans. Power Deliv., 2000, 15, (2), pp. 744749 (doi: 10.1109/61.853014).
    30. 30)
      • 3. Short, T.A.: ‘Electric power distribution equipment and systems capacitor application’ (CRC Press, Taylor & Francis Group, 2005, 1st edn.).
    31. 31)
      • 5. Gallego, R.A., Monticelli, A.J., Romero, R.: ‘Optimal capacitor placement in radial distribution networks using Tabu search’, IEEE Trans. Power Syst., 2001, 16, (4), pp. 630637 (doi: 10.1109/59.962407).
    32. 32)
      • 28. Charkravorty, M., Das, D.: ‘Voltage stability analysis of radial distribution networks’, Int. J. Electr. Power Energy Syst., 2001, 23, (2), pp. 129135 (doi: 10.1016/S0142-0615(00)00040-5).
    33. 33)
      • 8. Sirjani, R., Mohamed, A., Shareef, H.: ‘Optimal capacitor placement in a radial distribution system using harmony search algorithm’, J. Appl. Sci., 2010, 10, (23), pp. 29963006.
    34. 34)
      • 11. Chiang, H.D., Wang, J.C., Cockings, O., Shin, H.D.: ‘Optimal capacitor placements in distribution systems; Part 1: a new formulation and the overall problem’, IEEE Trans. Power Deliv., 1990, 5, (2), pp. 634642 (doi: 10.1109/61.53065).
    35. 35)
      • 36. Zhang, D., Fu, Z., Zhang, L.: ‘An improved TS algorithm for loss minimum reconfiguration in large-scale distribution systems’, Electr. Power Syst. Res., 2007, 77, pp. 685694 (doi: 10.1016/j.epsr.2006.06.005).
    36. 36)
      • 31. Eberhart, R., Shi, Y.: ‘Comparing inertial weights and constriction factor in particle swarm optimization’. Proc. 2000 Int. Congress on Evolutionary Computation, San Diego, California, Piscataway, NJ, 2000, pp. 8488.
http://iet.metastore.ingenta.com/content/journals/10.1049/iet-gtd.2013.0213
Loading

Related content

content/journals/10.1049/iet-gtd.2013.0213
pub_keyword,iet_inspecKeyword,pub_concept
6
6
Loading
This is a required field
Please enter a valid email address