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An innovative approach for the optimal sizing of mini-grids in rural areas integrating the demand, the supply, and the grid

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  • Abada, Ibrahim
  • Othmani, Mehdi
  • Tatry, Léa

Abstract

On the path to universal electricity access, the most significant challenge lies in the electrification of remote rural villages where connection to the national grid is a durable but prohibitively expensive solution. With decreasing costs of renewable technologies, autonomous mini-grids combined with solar home systems constitute today an economically affordable and robust electrification option. In this paper, we elaborate a novel methodology that automatically designs and estimates the cost of the optimal mini-grid to install in a village, that requires only some geographical information with a delimitation of its roofs. In a first step, we use machine-learning algorithms to predict the demand of each building. In a second step, we develop a mathematical optimization approach to best design the mini-grid where generation and storage assets as well as the reticulation of the grid are jointly optimized. Our methodology has many advantages: first, by automating the full process, the calculation time of the electrification cost is drastically reduced by many orders of magnitude and the methodology can easily be deployed to any village/region. Second, our approach can reduce investment costs by more than 20% when compared to existing benchmarks. Finally, it can help agencies to efficiently assess the electrification costs of many regions and support them in the energy access planning.

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  • Abada, Ibrahim & Othmani, Mehdi & Tatry, Léa, 2021. "An innovative approach for the optimal sizing of mini-grids in rural areas integrating the demand, the supply, and the grid," Renewable and Sustainable Energy Reviews, Elsevier, vol. 146(C).
  • Handle: RePEc:eee:rensus:v:146:y:2021:i:c:s1364032121004056
    DOI: 10.1016/j.rser.2021.111117
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    1. Sen, Rohit & Bhattacharyya, Subhes C., 2014. "Off-grid electricity generation with renewable energy technologies in India: An application of HOMER," Renewable Energy, Elsevier, vol. 62(C), pages 388-398.
    2. Pecenak, Zachary K. & Stadler, Michael & Fahy, Kelsey, 2019. "Efficient multi-year economic energy planning in microgrids," Applied Energy, Elsevier, vol. 255(C).
    3. Andrea Micangeli & Riccardo Del Citto & Isaac Nzue Kiva & Simone Giovanni Santori & Valeria Gambino & Jeremiah Kiplagat & Daniele Viganò & Davide Fioriti & Davide Poli, 2017. "Energy Production Analysis and Optimization of Mini-Grid in Remote Areas: The Case Study of Habaswein, Kenya," Energies, MDPI, vol. 10(12), pages 1-23, December.
    4. 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.
    5. Williams, Nathaniel J. & Jaramillo, Paulina & Taneja, Jay & Ustun, Taha Selim, 2015. "Enabling private sector investment in microgrid-based rural electrification in developing countries: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 52(C), pages 1268-1281.
    6. Hoffmann, Martha M. & Ansari, Dawud, 2019. "Simulating the potential of swarm grids for pre-electrified communities – A case study from Yemen," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 108, pages 289-302.
    7. Filippini, Massimo & Pachauri, Shonali, 2004. "Elasticities of electricity demand in urban Indian households," Energy Policy, Elsevier, vol. 32(3), pages 429-436, February.
    8. Gacitua, L. & Gallegos, P. & Henriquez-Auba, R. & Lorca, Á. & Negrete-Pincetic, M. & Olivares, D. & Valenzuela, A. & Wenzel, G., 2018. "A comprehensive review on expansion planning: Models and tools for energy policy analysis," Renewable and Sustainable Energy Reviews, Elsevier, vol. 98(C), pages 346-360.
    9. Casillas, Christian E. & Kammen, Daniel M., 2011. "The delivery of low-cost, low-carbon rural energy services," Energy Policy, Elsevier, vol. 39(8), pages 4520-4528, August.
    10. Pierre-Louis Poirion, 2016. "Robust linear programming; optimal sizing of an hybrid energy stand-alone system," 4OR, Springer, vol. 14(1), pages 103-104, March.
    11. Hartvigsson, Elias & Stadler, Michael & Cardoso, Gonçalo, 2018. "Rural electrification and capacity expansion with an integrated modeling approach," Renewable Energy, Elsevier, vol. 115(C), pages 509-520.
    12. Kyriakarakos, George & Dounis, Anastasios I. & Rozakis, Stelios & Arvanitis, Konstantinos G. & Papadakis, George, 2011. "Polygeneration microgrids: A viable solution in remote areas for supplying power, potable water and hydrogen as transportation fuel," Applied Energy, Elsevier, vol. 88(12), pages 4517-4526.
    13. Mandelli, Stefano & Barbieri, Jacopo & Mereu, Riccardo & Colombo, Emanuela, 2016. "Off-grid systems for rural electrification in developing countries: Definitions, classification and a comprehensive literature review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 58(C), pages 1621-1646.
    14. Billionnet, Alain & Costa, Marie-Christine & Poirion, Pierre-Louis, 2016. "Robust optimal sizing of a hybrid energy stand-alone system," European Journal of Operational Research, Elsevier, vol. 254(2), pages 565-575.
    15. Riva, Fabio & Gardumi, Francesco & Tognollo, Annalisa & Colombo, Emanuela, 2019. "Soft-linking energy demand and optimisation models for local long-term electricity planning: An application to rural India," Energy, Elsevier, vol. 166(C), pages 32-46.
    16. Ehsan, Ali & Yang, Qiang, 2018. "Optimal integration and planning of renewable distributed generation in the power distribution networks: A review of analytical techniques," Applied Energy, Elsevier, vol. 210(C), pages 44-59.
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