Genetic algorithms-based optimal site selection of solar PV in the north of Afghanistan

References

• Al-Shahri, O. A., F. B. Ismail, M. A. Hannan, M. S. H. Lipu, A. Q. Al-Shetwi, R. A. Begum, N. F. O. Al-Muhsen, and E. Soujeri. 2021. “Solar Photovoltaic Energy Optimization Methods, Challenges and Issues: A Comprehensive Review.” Journal of Cleaner Production 284. Elsevier Ltd. https://doi.org/10.1016/j.jclepro.2020.125465.
   Web of Science ®Google Scholar
• Al Garni, H. Z., and A. Awasthi. 2017. “Solar PV Power Plant Site Selection Using a GIS-AHP Based Approach with Application in Saudi Arabia.” Applied Energy 206 (September): 1225–1240. https://doi.org/10.1016/j.apenergy.2017.10.024.
   Google Scholar
• Anwarzai, M. A., and K. Nagasa. 2017. “Prospect Area Mapping for Geothermal Energy Exploration in Afghanistan.” Journal of Clean Energy Technologies 5 (6): 501–506. https://doi.org/10.18178/JOCET.
   Google Scholar
• Barbosa, J., L. P. Dias, S. G. Simoes, and J. Seixas. 2020. “When is the Sun Going to Shine for the Brazilian Energy Sector? A Story of how Modelling Affects Solar Electricity.” Renewable Energy 162: 1684–1702. https://doi.org/10.1016/j.renene.2020.09.091.
   Web of Science ®Google Scholar
• Baser Qasimi, A., V. Isazade, G. Kaplan, and Z. Nadry. 2022. “Spatiotemporal and Multi-Sensor Analysis of Surface Temperature, NDVI, and Precipitation using Google Earth Engine Cloud Computing Platform.” Russian Journal of Earth Sciences 22: 1–12. https://doi.org/10.2205/2022ES000812.
   Web of Science ®Google Scholar
• Belessiotis, V., and E. Delyannis. 2000. “The History of Renewable Energies for Water Desalination.” Desalination 128: 147–159.
   Web of Science ®Google Scholar
• Buontempo, F. 2019. “Genetic Algorithms and Machine Learning for Programmers.” The Pragmatic Bookshelf 52 (Issue 1): 123–230.
   Google Scholar
• Catita, C., P. Redweik, J. Pereira, and M. C. Brito. 2014. “Extending Solar Potential Analysis in Buildings to Vertical Facades.” Computers & Geosciences 66: 1–12. https://doi.org/10.1016/j.cageo.2014.01.002.
   Web of Science ®Google Scholar
• Datta, A., and I. Karakoti. 2010. “Solar Resource Assessment Using GIS & Remote Sensing Techniques.” ESRI India User Conference 2010 9560272741 (M): 1–20.
   Google Scholar
• Drücke, J., M. Borsche, P. James, F. Kaspar, U. Pfeifroth, B. Ahrens, and J. Trentmann. 2021. “Climatological Analysis of Solar and Wind Energy in Germany Using the Grosswetterlagen Classification.” Renewable Energy 164: 1254–1266. https://doi.org/10.1016/j.renene.2020.10.102.
   Web of Science ®Google Scholar
• Dubayah, R., and P. M. Rich. 1995. “Topographic Solar Radiation Models for GIS.” International Journal of Geographical Information Systems 9 (4): 405–419. https://doi.org/10.1080/02693799508902046.
   Web of Science ®Google Scholar
• Firozjaei, M. K., O. Nematollahi, N. Mijani, S. N. Shorabeh, H. K. Firozjaei, and A. Toomanian. 2019. “An Integrated GIS-based Ordered Weighted Averaging Analysis for Solar Energy Evaluation in Iran: Current Conditions and Future Planning.” Renewable Energy 136: 1130–1146. https://doi.org/10.1016/j.renene.2018.09.090.
   Web of Science ®Google Scholar
• Gerbo, A., K. V. Suryabhagavan, and T. Kumar Raghuvanshi. 2020. “GIS-based Approach for Modeling Grid-Connected Solar Power Potential Sites: A Case Study of East Shewa Zone, Ethiopia.” Geology, Ecology, and Landscapes 159–173. https://doi.org/10.1080/24749508.2020.1809059.
   Google Scholar
• International Energy Agency. 2021. “Global Energy Review 2021.” Global Energy Review 2020: 1–36.
   Google Scholar
• Janke, J. R. 2010. “Multicriteria GIS Modeling of Wind and Solar Farms in Colorado.” Renewable Energy 35 (10): 2228–2234. https://doi.org/10.1016/j.renene.2010.03.014.
   Web of Science ®Google Scholar
• Korkovelos, A., M. Bazilian, D. Mentis, and M. Howells. 2017. A GIS Approach to Planning Electrification in Afghanistan. Washington, DC: World Bank.
   Google Scholar
• Kumar, M., M. Husain, N. Upreti, and D. Gupta. 2020. “Genetic Algorithm: Review and Application.” SSRN Electronic Journal 2 (2): 451–454. https://doi.org/10.2139/ssrn.3529843.
   Google Scholar
• Kundakcı, N. 2019. An Integrated Multicriteria Decision Making Approach for Tablet Computer Selection.
   Google Scholar
• Larentis, D. G., W. Collischonn, F. Olivera, and C. E. M. Tucci. 2010. “Gis-Based Procedures for Hydropower Potential Spotting.” Energy 35 (10): 4237–4243. https://doi.org/10.1016/j.energy.2010.07.014.
   Web of Science ®Google Scholar
• LEE, K.-R. 2015. “Solar Power Plant Location Analysis Using GIS and Analytic Hierarchy Process.” Journal of the Korean Association of Geographic Information Studies 18 (4): 1–13. https://doi.org/10.11108/kagis.2015.18.4.001.
   Google Scholar
• Liu, M., A. Bárdossy, J. Li, and Y. Jiang. 2012. “GIS-based Modelling of Topography-Induced Solar Radiation Variability in Complex Terrain for Data Sparse Region.” International Journal of Geographical Information Science 26 (7): 1281–1308. https://doi.org/10.1080/13658816.2011.641969.
   Web of Science ®Google Scholar
• Malemnganbi, R., and B. A. Shimray. 2022a. “An Integrated Multiple Layer Perceptron-Genetic Algorithm Decision Support System for Photovoltaic Power Plant Site Selection.” International Journal of Electrical and Computer Engineering 12 (2): 1965–1972. https://doi.org/10.11591/ijece.v12i2.pp1965-1972.
   Google Scholar
• Malemnganbi, R., and B. A. Shimray. 2022b. “An Integrated Multiple Layer Perceptron-Genetic Algorithm Decision Support System for Photovoltaic Power Plant Site Selection.” International Journal of Electrical and Computer Engineering (IJECE) 12 (2): 1965. https://doi.org/10.11591/IJECE.V12I2.PP1965-1972.
   Google Scholar
• Mehdipour, F., M. S. Mesgari, B. Golchin, and M. R. Akbari. 2011. “Facility Sitting Using Gis and Genetic Algorithms.” 25th International Cartographic Conference 1: 1816–1823.
   Google Scholar
• Moonchai, S., and N. Chutsagulprom. 2020. “Short-term Forecasting of Renewable Energy Consumption: Augmentation of a Modified Grey Model with a Kalman Filter.” Applied Soft Computing 87: 105994. https://doi.org/10.1016/j.asoc.2019.105994.
   Web of Science ®Google Scholar
• Mostafaeipour, A., S. J. H. Dehshiri, S. S. H. Dehshiri, and M. Jahangiri. 2020. “Prioritization of Potential Locations for Harnessing Wind Energy to Produce Hydrogen in Afghanistan.” International Journal of Hydrogen Energy 45 (58): 33169–33184. https://doi.org/10.1016/j.ijhydene.2020.09.135.
   Web of Science ®Google Scholar
• Munkhbat, U., and Y. Choi. 2021. “Gis-based Site Suitability Analysis for Solar Power Systems in Mongolia.” Applied Sciences (Switzerland) 11 (9). https://doi.org/10.3390/app11093748.
   Google Scholar
• Nagkoulis, N., E. Loukogeorgaki, and M. Ghislanzoni. 2022. “Genetic Algorithms-Based Optimum PV Site Selection Minimizing Visual Disturbance.” Sustainability (Switzerland) 14 (19): 1–19. https://doi.org/10.3390/su141912602.
   Web of Science ®Google Scholar
• Noorollahi, E., D. Fadai, M. A. Shirazi, and S. H. Ghodsipour. 2016. “Land Suitability Analysis for Solar Farms Exploitation Using GIS and Fuzzy Analytic Hierarchy Process (FAHP) - A Case Study of Iran.” Energies 9 (8): 1–24. https://doi.org/10.3390/en9080643.
   Web of Science ®Google Scholar
• Patel, A. M., and S. K. Singal. 2019. “Optimal Component Selection of Integrated Renewable Energy System for Power Generation in Stand-Alone Applications.” Energy 175: 481–504. https://doi.org/10.1016/j.energy.2019.03.055.
   Web of Science ®Google Scholar
• Patmal, M. H., and H. Shiran. 2021. “Public Awareness and their Attitudes toward Adopting Renewable Energy Technologies in Afghanistan.” International Journal of Innovative Research and Scientific Studies 4 (2): 82–91. https://doi.org/10.53894/ijirss.v4i2.61.
   Google Scholar
• Qasimi, A. B., V. Isazade, and A. Toomanian. 2022. “A Review of Sustainable and Renewable Sources of Energy for Afghanistan.” Journal of Renewable Energy 5 (02): 60–75.
   Google Scholar
• Rylatt, M., S. Gadsden, and K. Lomas. 2001. “GIS-Based Decision Support for Solar Energy Planning in Urban Environments.” Computers, Environment and Urban Systems 25 (6): 579–603. https://doi.org/10.1016/S0198-9715(00)00032-6.
   Google Scholar
• Sadat, S. M. W., and N. R. Sabory. 2020. “Afghanistan Renewable Energy Sector’s Human Resources Estimation Until 2032.” Repa Proceeding Series 1 (1): 96–101. https://doi.org/10.37357/1068/SODC2019.1.1.12.
   Google Scholar
• Shahabi, H., B. A. Ahmad, B. Bin Ahmad, M. J. Taheri Amiri, S. Keihanfard, and S. Ebrahimi. 2016. “Assessment of WLC and Fuzzy Logic Methodsfor Site Selection of Water Reservoirsin Malaysia.” Polish Journal of Environmental Studies 25 (3): 1223–1231. https://doi.org/10.15244/PJOES/61529.
   Google Scholar
• Shahabi, H., S. Keihanfard, B. Bin Ahmad, and M. J. T. Amiri. 2014. “Evaluating Boolean, AHP and WLC Methods for the Selection of Waste Landfill Sites Using GIS and Satellite Images.” Environmental Earth Sciences 71 (9): 4221–4233. https://doi.org/10.1007/S12665-013-2816-Y/METRICS.
   Web of Science ®Google Scholar
• Shahabi, H., A. Shirzadi, S. Ronoud, S. Asadi, B. T. Pham, F. Mansouripour, M. Geertsema, J. J. Clague, and D. T. Bui. 2021. “Flash Flood Susceptibility Mapping Using a Novel Deep Learning Model Based on Deep Belief Network, Back Propagation and Genetic Algorithm.” Geoscience Frontiers 12 (3): 101100. https://doi.org/10.1016/J.GSF.2020.10.007.
   Web of Science ®Google Scholar
• Silva-Gallegos, J. J., C. A. Aguirre-Salado, L. Miranda-Aragón, G. Sánchez-Díaz, J. R. Valdez-Lazalde, J. W. Pedroza-Carneiro, and J. A. Flores-Cano. 2017. “Locating Potential Zones for Cultivating Stevia Rebaudiana in Mexico: Weighted Linear Combination Approach.” Sugar Tech 19 (2): 206–218. https://doi.org/10.1007/s12355-016-0446-x.
   Web of Science ®Google Scholar
• Soydan, O. 2021. “Solar Power Plants Site Selection for Sustainable Ecological Development in Nigde, Turkey.” SN Applied Sciences 3 (Issue 1): 41. https://doi.org/10.1007/s42452-020-04112-z.
   Web of Science ®Google Scholar
• Stökler, S., C. Schillings, and B. Kraas. 2016. “Solar Resource Assessment Study for Pakistan.” Renewable and Sustainable Energy Reviews 58: 1184–1188. https://doi.org/10.1016/j.rser.2015.12.298.
   Web of Science ®Google Scholar
• Subandi, E. L. W, and M. Ardiansyah. 2019. “Use of WLC (Weighted Linear Combination) to Determine Land Priorities for Development of Paddy Fields in Gorontalo Regency, Indonesia.” International Journal of Engineering and Management Research 9 (3): 58–63. https://doi.org/10.31033/ijemr.9.3.8.
   Google Scholar
• Szurek, M., J. Blachowski, and A. Nowacka. 2014. “GIS-Based Method for Wind Farm Location Multicriteria Analysis.” Mining Science 21: 65–81. https://doi.org/10.5277/ms142106.
   Google Scholar
• Tovar-Pescador, J., D. Pozo-Vázquez, J. A. Ruiz-Arias, J. Batlles, G. López, and J. L. Bosch. 2006. “On the use of the Digital Elevation Model to Estimate the Solar Radiation in Areas of Complex Topography.” Meteorological Applications 13 (03): 279–287. https://doi.org/10.1017/S1350482706002258.
   Google Scholar
• Türk, S., A. Koç, and G. Şahin. 2021. “Multicriteria of PV Solar Site Selection Problem Using GIS-Intuitionistic Fuzzy Based Approach in Erzurum Province/Turkey.” Scientific Reports 11 (Issue 1): 5034. https://doi.org/10.1038/s41598-021-84257-y.
   PubMed Web of Science ®Google Scholar
• Uyan, M. 2013. “GIS-based Solar Farms Site Selection Using Analytic Hierarchy Process (AHP) in Karapinar Region Konya/Turkey.” Renewable and Sustainable Energy Reviews 28: 11–17. https://doi.org/10.1016/j.rser.2013.07.042.
   Web of Science ®Google Scholar
• Van Dijk, S., D. Thierens, and M. De Berg. 2002. “Using Genetic Algorithms for Solving Hard Problems in GIS.” GeoInformatica 6 (4): 381–413. https://doi.org/10.1023/A:1020809627892.
   Web of Science ®Google Scholar
• Van Hoesen, J., and S. Letendre. 2010. “Evaluating Potential Renewable Energy Resources in Poultney, Vermont: A GIS-Based Approach to Supporting Rural Community Energy Planning.” Renewable Energy 35 (9): 2114–2122. https://doi.org/10.1016/j.renene.2010.01.018.
   Web of Science ®Google Scholar
• Voivontas, D., G. Tsiligiridis, and D. Assimacopoulos. 1998. “Solar Potential for Water Heating Explored by GIS.” Solar Energy 62 (6): 419–427. https://doi.org/10.1016/S0038-092X(98)00027-9.
   Web of Science ®Google Scholar
• Wu, Q., and J. J. Shan. 2000. “The Application of Genetic Algorithm in GIS Network Analysis.” International Archives of Photogrammetry and Remote Sensing Vol. XXXIII, Part B4. Amsterdam 2000., XXXIII: 1184–1191.
   Google Scholar
• Yahyaoui, I. 2018. “Advances in Renewable Energies and Power Technologies.” Advances in Renewable Energies and Power Technologies Vol. 2: 1–519. https://doi.org/10.1016/c2016-0-04919-7.
   Google Scholar
• Yin, S., J. Li, J. Liang, K. Jia, Z. Yang, and Y. Wang. 2020a. “Optimization of the Weighted Linear Combination Method for Agricultural Land Suitability Evaluation Considering Current Land use and Regional Differences.” Sustainability (Switzerland) 12 (23): 1–26. https://doi.org/10.3390/su122310134.
   PubMed Web of Science ®Google Scholar
• Yin, C. L., F. Meng, and Q. R. Yu. 2020b. “Calculation of Land Surface Emissivity and Retrieval of Land Surface Temperature Based on a Spectral Mixing Model.” Infrared Physics & Technology 108: 103333. https://doi.org/10.1016/J.INFRARED.2020.103333.
   Web of Science ®Google Scholar
• Zeng, S., Y. Liu, C. Liu, and X. Nan. 2017. “A Review of Renewable Energy Investment in the BRICS Countries: History, Models, Problems and Solutions.” Renewable and Sustainable Energy Reviews 74: 860–872. https://doi.org/10.1016/j.rser.2017.03.016.
   Web of Science ®Google Scholar
• Zereshkian, S., and D. Mansoury. 2021. “A Study on the Feasibility of using Solar Radiation Energy and Ocean Thermal Energy Conversion to Supply Electricity for Offshore Oil and Gas Fields in the Caspian Sea.” Renewable Energy 163: 66–77. https://doi.org/10.1016/j.renene.2020.08.111.
   Web of Science ®Google Scholar
• Zhang, S., and X. Li. 2021. “Future Projections of Offshore Wind Energy Resources in China using CMIP6 Simulations and a Deep Learning-based Downscaling Method.” Energy 217: 119321. https://doi.org/10.1016/j.energy.2020.119321.
   Web of Science ®Google Scholar
• Zhang, X., T. Tan, B. Zhou, T. Yu, B. Yang, and X. Huang. 2021. “Adaptive Distributed Auction-Based Algorithm for Optimal Mileage Based AGC Dispatch with High Participation of Renewable Energy.” International Journal of Electrical Power and Energy Systems 124: 106371. https://doi.org/10.1016/j.ijepes.2020.106371.
   Web of Science ®Google Scholar
• Zhou, G., Z. Zhu, and S. Luo. 2022. “Location Optimization of Electric Vehicle Charging Stations: Based on Cost Model and Genetic Algorithm.” Energy 247: 123437. https://doi.org/10.1016/j.energy.2022.123437.
   Web of Science ®Google Scholar