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How effective are heuristic solutions for electricity planning in developing countries

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  • Abdul-Salam, Yakubu
  • Phimister, Euan

Abstract

Heuristic algorithms have been widely used to provide computationally feasible means of exploring the cost effective balance between grid versus off grid sources for universal electrification in developing countries. By definition in such algorithms however, global optimality is not guaranteed. We present a computationally intensive but globally optimal mixed integer non-linear programming (MINLP) model for electricity planning and use it in a Monte Carlo simulation procedure to test the relative performance of a widely used heuristic algorithm due to [28]. We show that the overall difference in cost is typically small suggesting that the heuristic algorithm is generally cost effective in many situations. However we find that the relative performance of the heuristic algorithm deteriorates with increasing degree of spatial dispersion of unelectrified settlements, as well as increasing spatial remoteness of the settlements from the grid network, suggesting that the effectiveness of the heuristic algorithm is context specific. Further, we find that allocation of off grid sources in the heuristic algorithm solution is often significantly greater than in the MINLP model suggesting that heuristic methods can overstate the role of off-grid solutions in certain situations.

Suggested Citation

  • Abdul-Salam, Yakubu & Phimister, Euan, 2016. "How effective are heuristic solutions for electricity planning in developing countries," Socio-Economic Planning Sciences, Elsevier, vol. 55(C), pages 14-24.
  • Handle: RePEc:eee:soceps:v:55:y:2016:i:c:p:14-24
    DOI: 10.1016/j.seps.2016.04.004
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    References listed on IDEAS

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    1. Demierre, Jonathan & Bazilian, Morgan & Carbajal, Jonathan & Sherpa, Shaky & Modi, Vijay, 2015. "Potential for regional use of East Africa’s natural gas," Applied Energy, Elsevier, vol. 143(C), pages 414-436.
    2. Deichmann, Uwe & Meisner, Craig & Murray, Siobhan & Wheeler, David, 2011. "The economics of renewable energy expansion in rural Sub-Saharan Africa," Energy Policy, Elsevier, vol. 39(1), pages 215-227, January.
    3. Levin, Todd & Thomas, Valerie M., 2012. "Least-cost network evaluation of centralized and decentralized contributions to global electrification," Energy Policy, Elsevier, vol. 41(C), pages 286-302.
    4. Szabó, S. & Bódis, K. & Huld, T. & Moner-Girona, M., 2013. "Sustainable energy planning: Leapfrogging the energy poverty gap in Africa," Renewable and Sustainable Energy Reviews, Elsevier, vol. 28(C), pages 500-509.
    5. Laia Ferrer-Martí & Rafael Pastor & G. Capó & Enrique Velo, 2011. "Optimizing microwind rural electrification projects. A case study in Peru," Journal of Global Optimization, Springer, vol. 50(1), pages 127-143, May.
    6. Bhattacharyya, Subhes C., 2013. "To regulate or not to regulate off-grid electricity access in developing countries," Energy Policy, Elsevier, vol. 63(C), pages 494-503.
    7. Ranaboldo, Matteo & Ferrer-Martí, Laia & García-Villoria, Alberto & Pastor Moreno, Rafael, 2013. "Heuristic indicators for the design of community off-grid electrification systems based on multiple renewable energies," Energy, Elsevier, vol. 50(C), pages 501-512.
    8. Piet Buys & Uwe Deichmann & Craig Meisner & Thao Ton That & David Wheeler, 2009. "Country stakes in climate change negotiations: two dimensions of vulnerability," Climate Policy, Taylor & Francis Journals, vol. 9(3), pages 288-305, May.
    9. repec:cup:apsrev:v:103:y:2009:i:02:p:193-213_09 is not listed on IDEAS
    10. Abdul-Salam, Yakubu & Phimister, Euan, 2016. "The politico-economics of electricity planning in developing countries: A case study of Ghana," Energy Policy, Elsevier, vol. 88(C), pages 299-309.
    11. Nguyen, Khanh Q., 2007. "Alternatives to grid extension for rural electrification: Decentralized renewable energy technologies in Vietnam," Energy Policy, Elsevier, vol. 35(4), pages 2579-2589, April.
    12. Amador, J. & Domínguez, J., 2005. "Application of geographical information systems to rural electrification with renewable energy sources," Renewable Energy, Elsevier, vol. 30(12), pages 1897-1912.
    13. Bhattacharyya, Subhes C., 2006. "Energy access problem of the poor in India: Is rural electrification a remedy?," Energy Policy, Elsevier, vol. 34(18), pages 3387-3397, December.
    14. Zvoleff, Alex & Kocaman, Ayse Selin & Huh, Woonghee Tim & Modi, Vijay, 2009. "The impact of geography on energy infrastructure costs," Energy Policy, Elsevier, vol. 37(10), pages 4066-4078, October.
    15. Khandker, Shahidur R. & Barnes, Douglas F. & Samad, Hussain A., 2009. "Welfare impacts of rural electrification : a case study from Bangladesh," Policy Research Working Paper Series 4859, The World Bank.
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    1. repec:eee:renene:v:119:y:2018:i:c:p:795-808 is not listed on IDEAS

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