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Rural electrification: An overview of optimization methods

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  • Akbas, Beste
  • Kocaman, Ayse Selin
  • Nock, Destenie
  • Trotter, Philipp A.

Abstract

In order to provide “affordable, reliable, sustainable and modern energy for all” by 2030 under Sustainable Development Goal 7 (SDG7), rural electrification needs significant progress as the majority of people without access to electricity reside in rural areas. Optimization methods can play a critical role in this progress, providing an analytical framework to achieve a variety of economic, social, and environmental objectives subject to budget, resources, local demographics and other constraints. This review paper presents the first overview of optimization-based solution methodologies developed or applied for rural electrification. Based on our review, we first propose four archetype problems for rural electrification, namely (i) optimal system configuration and unit sizing, (ii) optimal power dispatch strategy, (iii) optimal technology choice, and (iv) optimal network design. We discuss each problem type, and provide a systematic classification based on the problem objective, proposed solution methodology, components, scale, region as well as their relationship to the different SDG7 components. We reveal research gaps and open questions for future studies for energy researchers and aim to draw the attention of the optimization community to the challenging and unique problems that need urgent attention in this critical area.

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  • Akbas, Beste & Kocaman, Ayse Selin & Nock, Destenie & Trotter, Philipp A., 2022. "Rural electrification: An overview of optimization methods," Renewable and Sustainable Energy Reviews, Elsevier, vol. 156(C).
    • Handle: RePEc:eee:rensus:v:156:y:2022:i:c:s1364032121012004
    DOI: 10.1016/j.rser.2021.111935
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    as
    1. Parshall, Lily & Pillai, Dana & Mohan, Shashank & Sanoh, Aly & Modi, Vijay, 2009. "National electricity planning in settings with low pre-existing grid coverage: Development of a spatial model and case study of Kenya," Energy Policy, Elsevier, vol. 37(6), pages 2395-2410, June.
    2. Silva Herran, Diego & Nakata, Toshihiko, 2012. "Design of decentralized energy systems for rural electrification in developing countries considering regional disparity," Applied Energy, Elsevier, vol. 91(1), pages 130-145.
    3. Freier, Daria & Ramirez-Iniguez, Roberto & Jafry, Tahseen & Muhammad-Sukki, Firdaus & Gamio, Carlos, 2018. "A review of optical concentrators for portable solar photovoltaic systems for developing countries," Renewable and Sustainable Energy Reviews, Elsevier, vol. 90(C), pages 957-968.
    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. Zhang, Debao & Liu, Junwei & Jiao, Shifei & Tian, Hao & Lou, Chengzhi & Zhou, Zhihua & Zhang, Ji & Wang, Chendong & Zuo, Jian, 2019. "Research on the configuration and operation effect of the hybrid solar-wind-battery power generation system based on NSGA-II," Energy, Elsevier, vol. 189(C).
    6. Nwulu, Nnamdi I. & Xia, Xiaohua, 2017. "Optimal dispatch for a microgrid incorporating renewables and demand response," Renewable Energy, Elsevier, vol. 101(C), pages 16-28.
    7. Moretti, Luca & Astolfi, Marco & Vergara, Claudio & Macchi, Ennio & Pérez-Arriaga, Josè Ignacio & Manzolini, Giampaolo, 2019. "A design and dispatch optimization algorithm based on mixed integer linear programming for rural electrification," Applied Energy, Elsevier, vol. 233, pages 1104-1121.
    8. Izadyar, Nima & Ong, Hwai Chyuan & Chong, W.T. & Leong, K.Y., 2016. "Resource assessment of the renewable energy potential for a remote area: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 62(C), pages 908-923.
    9. Jaszczur, Marek & Hassan, Qusay & Palej, Patryk & Abdulateef, Jasim, 2020. "Multi-Objective optimisation of a micro-grid hybrid power system for household application," Energy, Elsevier, vol. 202(C).
    10. Ciller, Pedro & Lumbreras, Sara, 2020. "Electricity for all: The contribution of large-scale planning tools to the energy-access problem," Renewable and Sustainable Energy Reviews, Elsevier, vol. 120(C).
    11. Ridha, Hussein Mohammed & Gomes, Chandima & Hizam, Hashim & Ahmadipour, Masoud & Heidari, Ali Asghar & Chen, Huiling, 2021. "Multi-objective optimization and multi-criteria decision-making methods for optimal design of standalone photovoltaic system: A comprehensive review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 135(C).
    12. Ould Bilal, B. & Sambou, V. & Ndiaye, P.A. & Kébé, C.M.F. & Ndongo, M., 2010. "Optimal design of a hybrid solar–wind-battery system using the minimization of the annualized cost system and the minimization of the loss of power supply probability (LPSP)," Renewable Energy, Elsevier, vol. 35(10), pages 2388-2390.
    13. González, Arnau & Riba, Jordi-Roger & Rius, Antoni, 2016. "Combined heat and power design based on environmental and cost criteria," Energy, Elsevier, vol. 116(P1), pages 922-932.
    14. Kanyarusoke, Kant E. & Gryzagoridis, Jasson & Oliver, Graeme, 2016. "Re-mapping sub-Sahara Africa for equipment selection to photo electrify energy poor homes," Applied Energy, Elsevier, vol. 175(C), pages 240-250.
    15. Galina Alova & Philipp A. Trotter & Alex Money, 2021. "A machine-learning approach to predicting Africa’s electricity mix based on planned power plants and their chances of success," Nature Energy, Nature, vol. 6(2), pages 158-166, February.
    16. Perera, A.T.D. & Attalage, R.A. & Perera, K.K.C.K. & Dassanayake, V.P.C., 2013. "Designing standalone hybrid energy systems minimizing initial investment, life cycle cost and pollutant emission," Energy, Elsevier, vol. 54(C), pages 220-230.
    17. Kumar, Abhishek & Sah, Bikash & Singh, Arvind R. & Deng, Yan & He, Xiangning & Kumar, Praveen & Bansal, R.C., 2017. "A review of multi criteria decision making (MCDM) towards sustainable renewable energy development," Renewable and Sustainable Energy Reviews, Elsevier, vol. 69(C), pages 596-609.
    18. Dufo-López, Rodolfo & Cristóbal-Monreal, Iván R. & Yusta, José M., 2016. "Optimisation of PV-wind-diesel-battery stand-alone systems to minimise cost and maximise human development index and job creation," Renewable Energy, Elsevier, vol. 94(C), pages 280-293.
    19. Carrasco, L.M. & Martín-Campo, F.J. & Narvarte, L. & Ortuño, M.T. & Vitoriano, B., 2016. "Design of maintenance structures for rural electrification with solar home systems. The case of the Moroccan program," Energy, Elsevier, vol. 117(P1), pages 47-57.
    20. Domenech, B. & Ferrer-Martí, L. & Pastor, R., 2015. "Including management and security of supply constraints for designing stand-alone electrification systems in developing countries," Renewable Energy, Elsevier, vol. 80(C), pages 359-369.
    21. Ji, Ling & Liang, Xiaolin & Xie, Yulei & Huang, Guohe & Wang, Bing, 2021. "Optimal design and sensitivity analysis of the stand-alone hybrid energy system with PV and biomass-CHP for remote villages," Energy, Elsevier, vol. 225(C).
    22. Mikul Bhatia & Nicolina Angelou, 2014. "Capturing the Multi-Dimensionality of Energy Access," World Bank Publications - Reports 18677, The World Bank Group.
    23. 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.
    24. Siddaiah, Rajanna & Saini, R.P., 2016. "A review on planning, configurations, modeling and optimization techniques of hybrid renewable energy systems for off grid applications," Renewable and Sustainable Energy Reviews, Elsevier, vol. 58(C), pages 376-396.
    25. Rajanna, S. & Saini, R.P., 2016. "Development of optimal integrated renewable energy model with battery storage for a remote Indian area," Energy, Elsevier, vol. 111(C), pages 803-817.
    26. Kocaman, Ayse Selin & Huh, Woonghee Tim & Modi, Vijay, 2012. "Initial layout of power distribution systems for rural electrification: A heuristic algorithm for multilevel network design," Applied Energy, Elsevier, vol. 96(C), pages 302-315.
    27. Javier León & F. Javier Martín-Campo & M. Teresa Ortuño & Begoña Vitoriano & Luis Miguel Carrasco & Luis Narvarte, 2020. "A methodology for designing electrification programs for remote areas," Central European Journal of Operations Research, Springer;Slovak Society for Operations Research;Hungarian Operational Research Society;Czech Society for Operations Research;Österr. Gesellschaft für Operations Research (ÖGOR);Slovenian Society Informatika - Section for Operational Research;Croatian Operational Research Society, vol. 28(4), pages 1265-1290, December.
    28. Mohammed, Y.S. & Mustafa, M.W. & Bashir, N., 2014. "Hybrid renewable energy systems for off-grid electric power: Review of substantial issues," Renewable and Sustainable Energy Reviews, Elsevier, vol. 35(C), pages 527-539.
    29. Mazzola, Simone & Astolfi, Marco & Macchi, Ennio, 2016. "The potential role of solid biomass for rural electrification: A techno economic analysis for a hybrid microgrid in India," Applied Energy, Elsevier, vol. 169(C), pages 370-383.
    30. Nagai, Y. & Yamamoto, H. & Yamaji, K., 2010. "Constructing low emitting power systems through grid extension in Papua New Guinea (PNG) with rural electrification," Energy, Elsevier, vol. 35(5), pages 2309-2316.
    31. Balderrama, Sergio & Lombardi, Francesco & Riva, Fabio & Canedo, Walter & Colombo, Emanuela & Quoilin, Sylvain, 2019. "A two-stage linear programming optimization framework for isolated hybrid microgrids in a rural context: The case study of the “El Espino” community," Energy, Elsevier, vol. 188(C).
    32. Ridha, Hussein Mohammed & Gomes, Chandima & Hazim, Hashim & Ahmadipour, Masoud, 2020. "Sizing and implementing off-grid stand-alone photovoltaic/battery systems based on multi-objective optimization and techno-economic (MADE) analysis," Energy, Elsevier, vol. 207(C).
    33. Bissiri, Mounirah & Moura, Pedro & Figueiredo, Nuno Carvalho & Pereira da Silva, Patrícia, 2020. "A geospatial approach towards defining cost-optimal electrification pathways in West Africa," Energy, Elsevier, vol. 200(C).
    34. Naval, Natalia & Sánchez, Raul & Yusta, Jose M., 2020. "A virtual power plant optimal dispatch model with large and small-scale distributed renewable generation," Renewable Energy, Elsevier, vol. 151(C), pages 57-69.
    35. Galleguillos-Pozo, R. & Domenech, B. & Ferrer-Martí, L. & Pastor, R., 2021. "Design of stand-alone electrification systems using fuzzy mathematical programming approaches," Energy, Elsevier, vol. 228(C).
    36. Domenech, B. & Ranaboldo, M. & Ferrer-Martí, L. & Pastor, R. & Flynn, D., 2018. "Local and regional microgrid models to optimise the design of isolated electrification projects," Renewable Energy, Elsevier, vol. 119(C), pages 795-808.
    37. Ranaboldo, Matteo & García-Villoria, Alberto & Ferrer-Martí, Laia & Pastor Moreno, Rafael, 2014. "A heuristic method to design autonomous village electrification projects with renewable energies," Energy, Elsevier, vol. 73(C), pages 96-109.
    38. 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.
    39. Borhanazad, Hanieh & Mekhilef, Saad & Gounder Ganapathy, Velappa & Modiri-Delshad, Mostafa & Mirtaheri, Ali, 2014. "Optimization of micro-grid system using MOPSO," Renewable Energy, Elsevier, vol. 71(C), pages 295-306.
    40. 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.
    41. Yuansheng Huang & Lei Yang & Shijian Liu & Guangli Wang, 2018. "Cooperation between Two Micro-Grids Considering Power Exchange: An Optimal Sizing Approach Based on Collaborative Operation," Sustainability, MDPI, vol. 10(11), pages 1-21, November.
    42. Nock, Destenie & Levin, Todd & Baker, Erin, 2020. "Changing the policy paradigm: A benefit maximization approach to electricity planning in developing countries," Applied Energy, Elsevier, vol. 264(C).
    43. Ridha, Hussein Mohammed & Gomes, Chandima & Hizam, Hashim & Mirjalili, Seyedali, 2020. "Multiple scenarios multi-objective salp swarm optimization for sizing of standalone photovoltaic system," Renewable Energy, Elsevier, vol. 153(C), pages 1330-1345.
    44. Akikur, R.K. & Saidur, R. & Ping, H.W. & Ullah, K.R., 2013. "Comparative study of stand-alone and hybrid solar energy systems suitable for off-grid rural electrification: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 27(C), pages 738-752.
    45. 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.
    46. Karsu, Özlem & Kocaman, Ayse Selin, 2021. "Towards the Sustainable Development Goals: A Bi-objective framework for electricity access," Energy, Elsevier, vol. 216(C).
    47. Alexandros Korkovelos & Babak Khavari & Andreas Sahlberg & Mark Howells & Christopher Arderne, 2019. "The Role of Open Access Data in Geospatial Electrification Planning and the Achievement of SDG7. An OnSSET-Based Case Study for Malawi," Energies, MDPI, vol. 12(7), pages 1-36, April.
    48. Chauhan, Anurag & Saini, R.P., 2017. "Size optimization and demand response of a stand-alone integrated renewable energy system," Energy, Elsevier, vol. 124(C), pages 59-73.
    49. Zhang, Ge & Shi, Yong & Maleki, Akbar & A. Rosen, Marc, 2020. "Optimal location and size of a grid-independent solar/hydrogen system for rural areas using an efficient heuristic approach," Renewable Energy, Elsevier, vol. 156(C), pages 1203-1214.
    50. Tan, Yingjie & Meegahapola, Lasantha & Muttaqi, Kashem M., 2014. "A review of technical challenges in planning and operation of remote area power supply systems," Renewable and Sustainable Energy Reviews, Elsevier, vol. 38(C), pages 876-889.
    51. Trotter, Philipp A. & Cooper, Nathanial J. & Wilson, Peter R., 2019. "A multi-criteria, long-term energy planning optimisation model with integrated on-grid and off-grid electrification – The case of Uganda," Applied Energy, Elsevier, vol. 243(C), pages 288-312.
    52. Bisaga, Iwona & Parikh, Priti & Tomei, Julia & To, Long Seng, 2021. "Mapping synergies and trade-offs between energy and the sustainable development goals: A case study of off-grid solar energy in Rwanda," Energy Policy, Elsevier, vol. 149(C).
    53. 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.
    54. Bazmi, Aqeel Ahmed & Zahedi, Gholamreza, 2011. "Sustainable energy systems: Role of optimization modeling techniques in power generation and supply—A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 15(8), pages 3480-3500.
    55. Roberts, Justo José & Marotta Cassula, Agnelo & Silveira, José Luz & da Costa Bortoni, Edson & Mendiburu, Andrés Z., 2018. "Robust multi-objective optimization of a renewable based hybrid power system," Applied Energy, Elsevier, vol. 223(C), pages 52-68.
    56. Arnau González & Jordi-Roger Riba & Antoni Rius, 2015. "Optimal Sizing of a Hybrid Grid-Connected Photovoltaic–Wind–Biomass Power System," Sustainability, MDPI, vol. 7(9), pages 1-20, September.
    57. Dufo-López, Rodolfo & Cristóbal-Monreal, Iván R. & Yusta, José M., 2016. "Stochastic-heuristic methodology for the optimisation of components and control variables of PV-wind-diesel-battery stand-alone systems," Renewable Energy, Elsevier, vol. 99(C), pages 919-935.
    58. Rojas-Zerpa, Juan C. & Yusta, Jose M., 2015. "Application of multicriteria decision methods for electric supply planning in rural and remote areas," Renewable and Sustainable Energy Reviews, Elsevier, vol. 52(C), pages 557-571.
    59. Bruno Domenech & Laia Ferrer‐Martí & Rafael Pastor, 2019. "Comparison of various approaches to design wind‐PV rural electrification projects in remote areas of developing countries," Wiley Interdisciplinary Reviews: Energy and Environment, Wiley Blackwell, vol. 8(3), May.
    60. Pedro Ciller & Fernando de Cuadra & Sara Lumbreras, 2019. "Optimizing Off-Grid Generation in Large-Scale Electrification-Planning Problems: A Direct-Search Approach," Energies, MDPI, vol. 12(24), pages 1-22, December.
    61. Bolukbasi, Gizem & Kocaman, Ayse Selin, 2018. "A prize collecting Steiner tree approach to least cost evaluation of grid and off-grid electrification systems," Energy, Elsevier, vol. 160(C), pages 536-543.
    62. Kocaman, Ayse Selin & Modi, Vijay, 2017. "Value of pumped hydro storage in a hybrid energy generation and allocation system," Applied Energy, Elsevier, vol. 205(C), pages 1202-1215.
    63. Francesco Fuso Nerini & Julia Tomei & Long Seng To & Iwona Bisaga & Priti Parikh & Mairi Black & Aiduan Borrion & Catalina Spataru & Vanesa Castán Broto & Gabrial Anandarajah & Ben Milligan & Yacob Mu, 2018. "Mapping synergies and trade-offs between energy and the Sustainable Development Goals," Nature Energy, Nature, vol. 3(1), pages 10-15, January.
    64. Erdinc, O. & Uzunoglu, M., 2012. "Optimum design of hybrid renewable energy systems: Overview of different approaches," Renewable and Sustainable Energy Reviews, Elsevier, vol. 16(3), pages 1412-1425.
    65. 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.
    66. Bahramara, S. & Moghaddam, M. Parsa & Haghifam, M.R., 2016. "Optimal planning of hybrid renewable energy systems using HOMER: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 62(C), pages 609-620.
    67. Pablo Benalcazar & Adam Suski & Jacek Kamiński, 2020. "Optimal Sizing and Scheduling of Hybrid Energy Systems: The Cases of Morona Santiago and the Galapagos Islands," Energies, MDPI, vol. 13(15), pages 1-20, August.
    68. Saheed Lekan Gbadamosi & Nnamdi I. Nwulu, 2020. "Optimal Power Dispatch and Reliability Analysis of Hybrid CHP-PV-Wind Systems in Farming Applications," Sustainability, MDPI, vol. 12(19), pages 1-16, October.
    69. González, Arnau & Riba, Jordi-Roger & Rius, Antoni & Puig, Rita, 2015. "Optimal sizing of a hybrid grid-connected photovoltaic and wind power system," Applied Energy, Elsevier, vol. 154(C), pages 752-762.
    70. Ranaboldo, Matteo & Lega, Bruno Domenech & Ferrenbach, David Vilar & Ferrer-Martí, Laia & Moreno, Rafael Pastor & García-Villoria, Alberto, 2014. "Renewable energy projects to electrify rural communities in Cape Verde," Applied Energy, Elsevier, vol. 118(C), pages 280-291.
    71. 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.
    72. Trotter, Philipp A. & McManus, Marcelle C. & Maconachie, Roy, 2017. "Electricity planning and implementation in sub-Saharan Africa: A systematic review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 74(C), pages 1189-1209.
    73. Hanif Malekpoor & Konstantinos Chalvatzis & Nishikant Mishra & Amar Ramudhin, 2019. "A hybrid approach of VIKOR and bi-objective integer linear programming for electrification planning in a disaster relief camp," Annals of Operations Research, Springer, vol. 283(1), pages 443-469, December.
    74. P. Balamurugan & S. Ashok & T.L. Jose, 2009. "Optimal scheduling and operation of hybrid biomass/wind/PV energy system for rural areas," International Journal of Energy Technology and Policy, Inderscience Enterprises Ltd, vol. 7(1), pages 113-126.
    75. Ghavidel, Sahand & Aghaei, Jamshid & Muttaqi, Kashem M. & Heidari, Alireza, 2016. "Renewable energy management in a remote area using Modified Gravitational Search Algorithm," Energy, Elsevier, vol. 97(C), pages 391-399.
    76. Aliyu Aliyu & Neyre Tekbiyik-Ersoy, 2019. "A Novel Framework for Cost Optimization of Renewable Energy Installations: A Case Study of Nigeria," Energies, MDPI, vol. 12(22), pages 1-26, November.
    77. Chauhan, Anurag & Saini, R.P., 2014. "A review on Integrated Renewable Energy System based power generation for stand-alone applications: Configurations, storage options, sizing methodologies and control," Renewable and Sustainable Energy Reviews, Elsevier, vol. 38(C), pages 99-120.
    78. Ortega-Arriaga, P. & Babacan, O. & Nelson, J. & Gambhir, A., 2021. "Grid versus off-grid electricity access options: A review on the economic and environmental impacts," Renewable and Sustainable Energy Reviews, Elsevier, vol. 143(C).
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