access icon free Comprehensive multi-year distribution system planning using back-propagation approach

Distribution system planning is undergoing a change in paradigm in the context of deregulation and with penetration of distributed generation (DG) sources into distribution networks. This study presents a new heuristic approach based on a back-propagation algorithm combined with cost–benefit analysis to comprehensive multi-year distribution system planning. The planning problem incorporates various energy supply options for local distribution companies such as DG sources, substations and feeders and determines the optimum capacities, locations and upgrade plans. Test results comprising a 32 bus system and the IEEE 69 bus system are presented to illustrate the performance of the proposed method. The results are compared with an optimisation solution, and it is demonstrated that the heuristic approach can achieve better performance and has higher computational efficiency.

Inspec keywords: power engineering computing; optimisation; power distribution planning; backpropagation; cost-benefit analysis

Other keywords: heuristic approach; IEEE 69 bus system; deregulation; energy supply options; optimum capacities; distributed generation sources; optimum locations; distribution networks; backpropagation approach; computational efficiency; substations; upgrade plans; feeders; optimisation solution; DG sources; DSPLAN; local distribution companies; comprehensive multiyear distribution system planning; cost-benefit analysis; 32 bus system

Subjects: Distribution networks; Optimisation techniques; Power engineering computing; Optimisation techniques; Power system planning and layout; Neural computing techniques

References

    1. 1)
      • 20. GAMS Development Corporation: ‘General algebraic modeling system (GAMS)’, Software, 2012, URL http://www.gams.com.
    2. 2)
      • 15. Wang, C., Nehrir, M.H.: ‘Analytical approaches for optimal placement of distributed generation sources in power systems’, IEEE Trans. Power Syst., 2004, 19, pp. 20682076 (doi: 10.1109/TPWRS.2004.836189).
    3. 3)
      • 16. Roh, J.H., Shahidehpour, M., Fu, Y.: ‘Market-based coordination of transmission and generation capacity planning’, IEEE Trans. Power Syst., 2007, 22, pp. 14061419 (doi: 10.1109/TPWRS.2007.907894).
    4. 4)
      • 14. Wong, S., Bhattacharya, K., Fuller, J.D.: ‘Coordination of investor-owned DG capacity growth in distribution systems’, IEEE Trans. Power Syst., 2010, 25, pp. 13751383 (doi: 10.1109/TPWRS.2009.2038060).
    5. 5)
      • 19. Baran, M.E., Wu, F.F.: ‘Optimal capacitor placement on radial distribution systems’, IEEE Trans. Power Deliv., 1989, 4, pp. 725734 (doi: 10.1109/61.19265).
    6. 6)
      • 5. Carpaneto, E., Chicco, G., Sumaili Akilimali, J.: ‘Characterization of the loss allocation techniques for radial systems with distributed generation’, Electr. Power Syst. Res., 2008, 78, pp. 13961406 (doi: 10.1016/j.epsr.2008.01.001).
    7. 7)
      • 9. Wong, S., Bhattacharya, K., Fuller, J.D.: ‘Electric power distribution system design and planning in a deregulated environment’, IET Gener. Transm. Distrib., 2009, 3, pp. 10611078 (doi: 10.1049/iet-gtd.2008.0553).
    8. 8)
      • 6. Haghifam, M.R., Falaghi, H., Malik, O.P.: ‘Risk-based distributed generation placement’, IET Gener. Transm. Distrib., 2008, 2, pp. 252260 (doi: 10.1049/iet-gtd:20070046).
    9. 9)
      • 18. Baran, M.E., Wu, F.F.: ‘Network reconfiguration in distribution systems for loss reduction and load balancing’, IEEE Trans. Power Deliv., 1989, 4, pp. 14011407 (doi: 10.1109/61.25627).
    10. 10)
      • 11. Nahman, J.M., Peric, D.M.: ‘Optimal planning of radial distribution networks by simulated annealing technique’, IEEE Trans Power Syst., 2008, 23, pp. 790795 (doi: 10.1109/TPWRS.2008.920047).
    11. 11)
      • 4. El-Khattam, W., Salama, M.: ‘Impact of distributed generation on voltage profile in deregulated distribution system’. Proc. of the Power Systems 2002 Conf., Impact of Distributed Generation, Clemson, SC, USA, 2002, pp. 1315.
    12. 12)
      • 8. Celli, G., Ghiani, E., Mocci, S., Pilo, F.: ‘A multiobjective evolutionary algorithm for the sizing and siting of distributed generation’, IEEE Trans. Power Syst., 2005, 20, pp. 750757 (doi: 10.1109/TPWRS.2005.846219).
    13. 13)
      • 2. Gonen, T., Ramirez-Rosado, I.J.: ‘Review of distribution system planning models: A model for optimal multistage planning’, Proc. Inst. Elect. Eng. C, 1986, 133, pp. 397408.
    14. 14)
      • 17. Roh, J.H., Shahidehpour, M., Wu, L.: ‘Market-based generation and transmission planning with uncertainties’, IEEE Trans. Power Syst., 2009, 24, pp. 15871598 (doi: 10.1109/TPWRS.2009.2022982).
    15. 15)
      • 7. Singh, D., Singh, D., Verma, K.S.: ‘Multiobjective optimization for DG planning with load models’, IEEE Trans. Power Syst., 2009, 24, pp. 427436 (doi: 10.1109/TPWRS.2008.2009483).
    16. 16)
      • 13. Wong, S., Bhattacharya, K., Fuller, J.D.: ‘Long-term effects of feed-in tariffs and carbon taxes on distribution systems’, IEEE Trans. Power Syst., 2010, 25, pp. 12411253 (doi: 10.1109/TPWRS.2009.2038783).
    17. 17)
      • 3. Lopes, J.A., Hatziargyriou, N., Mutale, J., Djapic, P., Jenkins, N.: ‘Integrating distributed generation into electric power systems: A review of drivers, challenges and opportunities’, Electr. Power Syst. Res., 2007, 77, pp. 11891203 (doi: 10.1016/j.epsr.2006.08.016).
    18. 18)
      • 12. Chowdhury, A., Agarwal, S.K., Koval, D.O.: ‘Reliability modeling of distributed generation in conventional distribution systems planning and analysis’, IEEE Trans. Ind. Appl., 2003, 39, pp. 14931498 (doi: 10.1109/TIA.2003.816554).
    19. 19)
      • 10. El-Khattam, W., Bhattacharya, K., Hegazy, Y., Salama, M.: ‘Optimal investment planning for distributed generation in a competitive electricity market’, IEEE Trans. Power Syst., 2004, 19, pp. 16741684 (doi: 10.1109/TPWRS.2004.831699).
    20. 20)
      • 1. Dugan, R.C., McDermott, T.E., Ball, G.J.: ‘Planning for distributed generation’, IEEE Ind. Appl. Mag., 2001, 7, pp. 8088 (doi: 10.1109/2943.911193).
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