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The impact of development priorities on power system expansion planning in sub-Saharan Africa

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Abstract

Sub-Saharan Africa faces unique barriers to electricity development due to the large proportion of the population that is un-electrified and the prevalence of rural populations. Typically, power system expansion planning models assume all potential consumers can be immediately electrified. This assumption is unrealistic in sub-Saharan Africa, where electrification will likely be a gradual process over a number of years. Furthermore, since a large proportion of the population in sub-Saharan Africa is located in rural regions, the prioritization of these regions may impact how the grid develops. In this research, we develop a multi-period optimization model for power generation and transmission system expansion planning in sub-Saharan Africa. In contrast to existing models, which assume full electrification, we consider a variety of electrification policies and analyze the impact of varying the electrification rate and policy on the cost and resources selected for power system expansion. We test our model on a case study of Rwanda. We find that varying the year in which full electrification is reached has a larger impact on cost and generation capacity than varying the electrification policy does, although, when urban and rural regions are considered equitably, more rooftop solar is built. Varying the electrification policies has a larger impact on transmission expansion than on generation expansion and this impact is amplified when starting from zero initial system capacity rather than the original Rwanda system. Additionally, a sensitivity analysis shows that tightening the bounds on CO2eq emissions has a large impact on the generation portfolio and cost.

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References

  1. Afful-Dadzie, A., Afful-Dadzie, E., Awudu, I., Banuroa, J.K.: Power generation capacity planning under budget constraint in developing countries. Appl. Energy 188, 71–82 (2017). https://doi.org/10.1016/j.apenergy.2016.11.090

    Article  Google Scholar 

  2. African Development Bank Group. Rwanda energy sector review and action plan. Technical report at https://www.afdb.org/fileadmin/uploads/afdb/Documents/Project-and-Operations/Rwanda_-_Energy_Sector_Review_and_Action_Plan.pdf (2013). Accessed 03 Apr 2017

  3. Ahlborg, H., Hammar, L.: Drivers and barriers to rural electrification in Tanzania and Mozambique grid-extension, off-grid, and renewable energy technologies. Renew. Energy 61, 117–124 (2014). https://doi.org/10.1016/j.renene.2012.09.057

    Article  Google Scholar 

  4. Alfaro, J., Miller, S.: Satisfying the rural residential demand in Liberia with decentralized renewable energy schemes. Renew. Sustain. Energy Rev. 30, 903–911 (2014). https://doi.org/10.1016/j.rser.2013.11.017

    Article  Google Scholar 

  5. Balachandra, P., Chandru, V.: Supply demand matching in resource constrained electricity systems. Energy Convers. Manag. 44(3), 411–437 (2003). https://doi.org/10.1016/S0196-8904(02)00058-4

    Article  Google Scholar 

  6. Bazilian, M., Nussbaumer, P., Rogner, H.H., Brew-Hammond, A., Foster, V., Pachauri, S., Williams, E., Howells, M., Niyongabo, P., Musaba, L., Gallachóir, B.Ó., Radka, M., Kammen, D.M.: Energy access scenarios to 2030 for the power sector in sub-Saharan Africa. Util. Policy 20(1), 1–16 (2012). https://doi.org/10.1016/j.jup.2011.11.002

    Article  Google Scholar 

  7. Bimenyimana, S., Asemota, G.N.O., Li, L.: The state of the power sector in Rwanda: a progressive sector with ambitious targets. Front. Energy Res. (2018). https://doi.org/10.3389/fenrg.2018.00068

    Article  Google Scholar 

  8. Brent, A.C., Rogers, D.E.: Renewable rural electrification: sustainability assessment of mini-hybrid off-grid technological systems in the African context. Renew. Energy 35, 257–265 (2010). https://doi.org/10.1016/j.renene.2009.03.028

    Article  Google Scholar 

  9. Camblonga, H., Sarr, J., Niang, A., Curea, O., Alzola, J., Sylla, E., Santos, M.: Micro-grids project, part 1: analysis of rural electrification with high content of renewable energy sources in Senegal. Renew. Energy 34, 2141–2150 (2009). https://doi.org/10.1016/j.renene.2009.01.015

    Article  Google Scholar 

  10. Carvallo, J.P., Shaw, B.J., Avila, N.I., Kammen, D.M.: Sustainable low-carbon expansion for the power sector of an emerging economy: the case of Kenya. Environ. Sci. Technol. 51(17), 10232–10242 (2017). https://doi.org/10.1021/acs.est.7b00345

    Article  Google Scholar 

  11. Castellano, A., Kendall, A., Nikomarov, M., Swemmer, T.: Brighter Africa: the growth potential of the sub-Saharan electricity sector. Tech. rep., McKinsey & Company (2015)

  12. Ekholm, T., Ghoddusi, H., Krey, V., Riahi, K.: The effect of financial constraints on energy-climate scenarios. Energy Policy 59, 562–572 (2013). https://doi.org/10.1016/j.enpol.2013.04.001

    Article  Google Scholar 

  13. Fobi, S., Deshpande, V., Ondiek, S., Modi, V., Taneja, J.: A longitudinal study of electricity consumption growth in Kenya. Energy Policy 123, 569–578 (2018). https://doi.org/10.1016/j.enpol.2018.08.065

    Article  Google Scholar 

  14. Heinrich, G., Howells, M., Basson, L., Petrie, J.: Electricity supply industry modelling for multiple objectives under demand growth uncertainty. Energy 32(11), 2210–2229 (2007). https://doi.org/10.1016/j.energy.2007.05.007

    Article  Google Scholar 

  15. Ilskog, E., Kjellstrom, B., Gullberg, M., Katyega, M., Chambala, W.: Electrification co-operatives bring new light to rural Tanzania. Energy Policy 33, 1299–1307 (2005). https://doi.org/10.1016/j.enpol.2003.12.006

    Article  Google Scholar 

  16. International Energy Agency. Africa energy outlook: A focus on energy prospects in sub-Saharan Africa. Technical report. https://www.iea.org/publications/freepublications/publication/WEO2014_AfricaEnergyOutlook.pdf (2014). Accessed 03 Apr 2017

  17. International Energy Agency. Africa energy outlook 2019. Technical Report. www.iea.org/africa2019 (2019). Accessed 10 Oct 2020

  18. Levin, T., Thomas, V.M.: A mixed-integer optimization model for electricity infrastructure development. Energy Syst. 4, 79 (2013). https://doi.org/10.1007/s12667-012-0067-8

    Article  Google Scholar 

  19. Levin, T., Thomas, V.M.: Least-cost network evaluation of centralized and decentralized contributions to global electrification. Energy Policy 41, 286–302 (2012). https://doi.org/10.1016/j.enpol.2011.10.048

    Article  Google Scholar 

  20. Levin, T., Thomas, V.M.: Utility-maximizing financial contracts for distributed rural electrification. Energy 69, 613 (2014). https://doi.org/10.1016/j.energy.2014.03.057

    Article  Google Scholar 

  21. Mai, T., Drury, E., Eurek, K., Bodington, N., Lopez, A., Perry, A.: Resource planning model: an integrated resource planning and dispatch tool for regional electric systems. Technical report, National Renewable Energy Laboratory (2013)

  22. Mama, C.: Tackling Africa’s power crisis. African Business (2016)

  23. Map Library: Rwanda—administrative boundaries. http://maplibrary.org/library/stacks/Africa/Rwanda/index.htm Accessed 11 Apr 2017

  24. Miketa, A., Merven, B.: Southern African power pool: planning and prospects for renewable energy. Technical report, International Renewable Energy Agency (2013)

  25. Nock, D., Levin, T., Baker, E.: Changing the policy paradigm: a benefit maximization approach to electricity planning in developing countries. Appl. Energy 264, 114583–11601 (2020). https://doi.org/10.1016/j.apenergy.2020.114583

    Article  Google Scholar 

  26. Ohiare, S.: Expanding electricity access to all in Nigeria: a spatial planning and cost analysis. Energy Sustain. Soc. 5(8), 1–18 (2015). https://doi.org/10.1186/s13705-015-0037-9

    Article  Google Scholar 

  27. Osunmuyiwa, O., Kalfagianni, A.: Transitions in unlikely places: exploring the conditions for renewable energy adoption in Nigeria. Environ. Innov. Soc. Transit. 22, 26–40 (2017). https://doi.org/10.1016/j.eist.2016.07.002

    Article  Google Scholar 

  28. Palmintier, B.S.: Incorporating operational flexibility into electric generation planning: impacts and methods for system design and policy analysis. Ph.D. thesis, Massachusetts Institute of Technology, Cambridge, MA (2013)

  29. Panos, E., Densing, M., Volkart, K.: Access to electricity in the World Energy Council’s global energy scenarios: an outlook for developing regions until 2030. Energy Strat. Rev. 9, 28–49 (2016). https://doi.org/10.1016/j.esr.2015.11.003

    Article  Google Scholar 

  30. Republic of Rwanda Ministry of Infrastructure. Electricity access. https://www.mininfra.gov.rw/index.php?id=312 Accessed 12 June 2020

  31. Rose, A., Stoner, R., Pérez-Arriaga, I.: Prospects for grid-connected solar PV in Kenya: a systems approach. Appl. Energy 161, 583–590 (2016). https://doi.org/10.1016/j.apenergy.2015.07.052

    Article  Google Scholar 

  32. Rwanda Energy Group. Electricity access in Rwanda quadrupled in the last 7 years as more households get connected. https://www.reg.rw/media-center/news-details/news/electricity-access-in-rwanda-quadrupled-in-the-last-7-years-as-more-households-get-connected/ Accessed 12 June 2020

  33. Safari, B.: A review of energy in Rwanda. Renew. Sustain. Energy Rev. 14, 524–529 (2010). https://doi.org/10.1016/j.rser.2009.07.009

    Article  Google Scholar 

  34. Sanoh, A., Kocaman, A.S., Kocal, S., Sherpa, S., Modi, V.: The economics of clean energy resource development and grid interconnection in Africa. Renew. Energy 62, 598 (2014). https://doi.org/10.1016/j.renene.2013.08.017

  35. Sanoh, A., Parshall, L., Sarr, O.F., Kum, S., Modi, V.: Local and national electricity planning in Senegal: scenarios and policies. Energy Sustain. Dev. 16(1), 13–25 (2012). https://doi.org/10.1016/j.esd.2011.12.005

  36. Sun, Y., Cole, W., Krishnan, V.: Comparing power flow approximations for electricity infrastructure capacity expansion models with high spatial resolution. In: 2018 IEEE/PES Transmission and Distribution Conference and Exposition (T & D), pp. 1–5. Denver, CO (2018). https://doi.org/10.1109/TDC.2018.8440480

  37. Technical Assistance Facility for the SE4All Initiative: Technical assistance facility for the Sustainable Energy for All initiative west and central Africa, Rwanda, part 1—rural electrification strategy [draft report] (2015)

  38. Technical Assistance Facility for the SE4All Initiative: Technical assistance facility for the Sustainable Energy for All initiative west and central Africa, Rwanda, part 2 - tariff [draft report] (2015)

  39. Technical Assistance Facility for the SE4All Initiative: Technical assistance facility for the Sustainable Energy for All initiative west and central Africa, Rwanda, part 3—action plan [draft report] (2015)

  40. Technical Assistance Facility for the SE4All Initiative: Technical assistance facility for the Sustainable Energy for All initiative west and central Africa, Rwanda, part 4—rural electrification fund [draft report] (2015)

  41. The World Bank: Access to electricity. https://data.worldbank.org/indicator/EG.ELC.ACCS.ZS?locations=RW Accessed 12 June 2020

  42. Trotter, P.A., Cooper, N.J., Wilson, P.R.: A multi-criteria, long-term energy planning optimisation model with integrated on-grid and off-grid electrification—the case of Uganda. Appl. Energy 243, 288–312 (2019). https://doi.org/10.1016/j.apenergy.2019.03.178

    Article  Google Scholar 

  43. Trotter, P.A., Maconachie, R., McManus, M.C.: The impact of political objectives on optimal electricity generation and transmission in the Southern African power pool. J. Energy S. Afr. 28(3), 27–42 (2017). https://doi.org/10.17159/2413-3051/2017/v28i3a2451

    Article  Google Scholar 

  44. United Nations. Department of Economic and Social Affairs, Sustainable Development: The 17 goals. https://sdgs.un.org/ (2020). Accessed 30 Oct 2020

  45. Wolfram, C., Shelef, O., Gertler, P.: How will energy demand develop in the developing world? J. Econ. Perspect. 26(1), 119–138 (2012). https://doi.org/10.1257/jep.26.1.119

    Article  Google Scholar 

  46. Zeyringer, M., Pachauri, S., Schmid, E., Schmidt, J., Worrell, E., Morawetz, U.B.: Analyzing grid extension and stand-alone photovoltaic systems for the cost-effective electrification of Kenya. Energy Sustain. Dev. 25, 75–86 (2015). https://doi.org/10.1016/j.esd.2015.01.003

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Acknowledgements

This work was supported by ExxonMobil through the Georgia Institute of Technology. This work was performed in part under the auspices of the U.S. Department of Energy by Lawrence Livermore National Laboratory under Contract DE-AC52-07NA27344. The authors would like to thank the three anonymous reviewers whose feedback helped to improve the quality of this paper. We would like to thank Paul Rugambwa who provided us with some relevant resources and helped us form our initial understanding of the electrification environment in Rwanda. We would also like to thank Todd Levin for answering questions on his previous modeling efforts, which provided a starting point for our model.

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Musselman, A., Thomas, V.M., Nazzal, D. et al. The impact of development priorities on power system expansion planning in sub-Saharan Africa. Energy Syst 13, 461–492 (2022). https://doi.org/10.1007/s12667-021-00433-z

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