IDEAS home Printed from https://ideas.repec.org/a/eee/appene/v191y2017icp663-688.html
   My bibliography  Save this article

Spatial matching of large-scale grid-connected photovoltaic power generation with utility demand in Peninsular Malaysia

Author

Listed:
  • Sabo, Mahmoud Lurwan
  • Mariun, Norman
  • Hizam, Hashim
  • Mohd Radzi, Mohd Amran
  • Zakaria, Azmi

Abstract

Deployment of large-scale grid-connected photovoltaics (PV) power plants requires very reliable technical evaluation to reduce electricity demand and achieve efficient utilization of electricity generated from PV. At lower PV penetration levels, it is likely that the energy mix could under-supply utility demand, thus requiring extra units of generators, while at higher penetration levels it may oversupply demands, thus wasting generator capacity. Thus, determining the optimum installed capacity, technical limits, and economic benefits of large-scale PV systems are the main issues for both power utilities and decision makers. This study describes the development and validation of an alternative method (called the generation-demand matching model, GDMM) for evaluating the large-scale implementation of grid-connected PV power plants in Peninsular Malaysia relative to its interface with the traditional power grid system. The method explicitly provides a detailed assessment of the temporal and spatial factors that facilitate the match between PV generated electricity and electricity demand. These evaluation factors are analyzed using simulations of PV performance located at optimal sites. Optimal sites along with physical constraints were mapped using geographic information systems (GIS) for visualization and representation by location. PV electricity generation at different levels of penetration was predicted hourly for a year using time series analysis. This allowed comparison of electricity generation with electricity demand to evaluate the impacts of increasing levels of PV penetration. A novel feature of the proposed method is its combination of topographical and topological map data with metric data. The ability of the new method to accurately predict the performance of PV compared to PVWatts demonstrates the robustness of the method in evaluating the technical limits of PV systems in conventional power systems.

Suggested Citation

  • Sabo, Mahmoud Lurwan & Mariun, Norman & Hizam, Hashim & Mohd Radzi, Mohd Amran & Zakaria, Azmi, 2017. "Spatial matching of large-scale grid-connected photovoltaic power generation with utility demand in Peninsular Malaysia," Applied Energy, Elsevier, vol. 191(C), pages 663-688.
    • Handle: RePEc:eee:appene:v:191:y:2017:i:c:p:663-688
    DOI: 10.1016/j.apenergy.2017.01.087
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0306261917300983
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.apenergy.2017.01.087?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Tian, Yishui & Zhao, Lixin & Meng, Haibo & Sun, Liying & Yan, Jinyue, 2009. "Estimation of un-used land potential for biofuels development in (the) People's Republic of China," Applied Energy, Elsevier, vol. 86(Supplemen), pages 77-85, November.
    2. de la Rue du Can, Stephane & Price, Lynn & Zwickel, Timm, 2015. "Understanding the full climate change impact of energy consumption and mitigation at the end-use level: A proposed methodology for allocating indirect carbon dioxide emissions," Applied Energy, Elsevier, vol. 159(C), pages 548-559.
    3. Lu, L. & Yang, H.X., 2010. "Environmental payback time analysis of a roof-mounted building-integrated photovoltaic (BIPV) system in Hong Kong," Applied Energy, Elsevier, vol. 87(12), pages 3625-3631, December.
    4. van Haaren, Rob & Fthenakis, Vasilis, 2011. "GIS-based wind farm site selection using spatial multi-criteria analysis (SMCA): Evaluating the case for New York State," Renewable and Sustainable Energy Reviews, Elsevier, vol. 15(7), pages 3332-3340, September.
    5. Denholm, Paul & Margolis, Robert M., 2007. "Evaluating the limits of solar photovoltaics (PV) in electric power systems utilizing energy storage and other enabling technologies," Energy Policy, Elsevier, vol. 35(9), pages 4424-4433, September.
    6. Charabi, Yassine & Gastli, Adel, 2011. "PV site suitability analysis using GIS-based spatial fuzzy multi-criteria evaluation," Renewable Energy, Elsevier, vol. 36(9), pages 2554-2561.
    7. Connolly, D. & Lund, H. & Mathiesen, B.V. & Leahy, M., 2010. "A review of computer tools for analysing the integration of renewable energy into various energy systems," Applied Energy, Elsevier, vol. 87(4), pages 1059-1082, April.
    8. Strzalka, Aneta & Alam, Nazmul & Duminil, Eric & Coors, Volker & Eicker, Ursula, 2012. "Large scale integration of photovoltaics in cities," Applied Energy, Elsevier, vol. 93(C), pages 413-421.
    9. Li, Danny H.W. & Lam, Tony N.T. & Chan, Wilco W.H. & Mak, Ada H.L., 2009. "Energy and cost analysis of semi-transparent photovoltaic in office buildings," Applied Energy, Elsevier, vol. 86(5), pages 722-729, May.
    10. Sánchez-Lozano, Juan M. & Teruel-Solano, Jerónimo & Soto-Elvira, Pedro L. & Socorro García-Cascales, M., 2013. "Geographical Information Systems (GIS) and Multi-Criteria Decision Making (MCDM) methods for the evaluation of solar farms locations: Case study in south-eastern Spain," Renewable and Sustainable Energy Reviews, Elsevier, vol. 24(C), pages 544-556.
    11. Hove, Tawanda, 2000. "A method for predicting long-term average performance of photovoltaic systems," Renewable Energy, Elsevier, vol. 21(2), pages 207-229.
    12. Ismail Omar & Mazlan Ismail, 2009. "The Economic of Land Acquisition - Using Kotaka’s Model in Land Acquisition to Provide Land for Infrastructure Development in Malaysia," Annals of the University of Petrosani, Economics, University of Petrosani, Romania, vol. 9(4), pages 121-134.
    13. Paatero, Jukka V. & Lund, Peter D., 2007. "Effects of large-scale photovoltaic power integration on electricity distribution networks," Renewable Energy, Elsevier, vol. 32(2), pages 216-234.
    14. Arán Carrión, J. & Espín Estrella, A. & Aznar Dols, F. & Zamorano Toro, M. & Rodríguez, M. & Ramos Ridao, A., 2008. "Environmental decision-support systems for evaluating the carrying capacity of land areas: Optimal site selection for grid-connected photovoltaic power plants," Renewable and Sustainable Energy Reviews, Elsevier, vol. 12(9), pages 2358-2380, December.
    15. Sultana, Arifa & Kumar, Amit, 2012. "Optimal siting and size of bioenergy facilities using geographic information system," Applied Energy, Elsevier, vol. 94(C), pages 192-201.
    16. Koh, Siong Lee & Lim, Yun Seng, 2010. "Meeting energy demand in a developing economy without damaging the environment--A case study in Sabah, Malaysia, from technical, environmental and economic perspectives," Energy Policy, Elsevier, vol. 38(8), pages 4719-4728, August.
    17. Jo, J.H. & Loomis, D.G. & Aldeman, M.R., 2013. "Optimum penetration of utility-scale grid-connected solar photovoltaic systems in Illinois," Renewable Energy, Elsevier, vol. 60(C), pages 20-26.
    18. Saidur, R., 2009. "Energy consumption, energy savings, and emission analysis in Malaysian office buildings," Energy Policy, Elsevier, vol. 37(10), pages 4104-4113, October.
    19. Talavera, D.L. & Muñoz-Cerón, E. & de la Casa, J. & Ortega, M.J. & Almonacid, G., 2011. "Energy and economic analysis for large-scale integration of small photovoltaic systems in buildings: The case of a public location in Southern Spain," Renewable and Sustainable Energy Reviews, Elsevier, vol. 15(9), pages 4310-4319.
    20. Yushchenko, Alisa & Patel, Martin Kumar, 2016. "Contributing to a green energy economy? A macroeconomic analysis of an energy efficiency program operated by a Swiss utility," Applied Energy, Elsevier, vol. 179(C), pages 1304-1320.
    21. Lau, K.Y. & Tan, C.W. & Yatim, A.H.M., 2015. "Photovoltaic systems for Malaysian islands: Effects of interest rates, diesel prices and load sizes," Energy, Elsevier, vol. 83(C), pages 204-216.
    22. Tsoutsos, Theocharis & Frantzeskaki, Niki & Gekas, Vassilis, 2005. "Environmental impacts from the solar energy technologies," Energy Policy, Elsevier, vol. 33(3), pages 289-296, February.
    23. Connolly, D. & Lund, H. & Mathiesen, B.V. & Leahy, M., 2010. "Modelling the existing Irish energy-system to identify future energy costs and the maximum wind penetration feasible," Energy, Elsevier, vol. 35(5), pages 2164-2173.
    24. Uyan, Mevlut, 2013. "GIS-based solar farms site selection using analytic hierarchy process (AHP) in Karapinar region, Konya/Turkey," Renewable and Sustainable Energy Reviews, Elsevier, vol. 28(C), pages 11-17.
    25. Finn, Paddy & Fitzpatrick, Colin, 2014. "Demand side management of industrial electricity consumption: Promoting the use of renewable energy through real-time pricing," Applied Energy, Elsevier, vol. 113(C), pages 11-21.
    26. Jafar, Abdul Hamid & Al-Amin, Abul Quasem & Siwar, Chamhuri, 2008. "Environmental impact of alternative fuel mix in electricity generation in Malaysia," Renewable Energy, Elsevier, vol. 33(10), pages 2229-2235.
    27. Myers, Kevin S. & Klein, Sanford A. & Reindl, Douglas T., 2010. "Assessment of high penetration of solar photovoltaics in Wisconsin," Energy Policy, Elsevier, vol. 38(11), pages 7338-7345, November.
    28. Rehman, Shafiqur & Bader, Maher A. & Al-Moallem, Said A., 2007. "Cost of solar energy generated using PV panels," Renewable and Sustainable Energy Reviews, Elsevier, vol. 11(8), pages 1843-1857, October.
    29. Pan, Tze-Chin & Kao, Jehng-Jung & Wong, Chih-Po, 2012. "Effective solar radiation based benefit and cost analyses for solar water heater development in Taiwan," Renewable and Sustainable Energy Reviews, Elsevier, vol. 16(4), pages 1874-1882.
    30. Garcia, Humberto E. & Mohanty, Amit & Lin, Wen-Chiao & Cherry, Robert S., 2013. "Dynamic analysis of hybrid energy systems under flexible operation and variable renewable generation – Part II: Dynamic cost analysis," Energy, Elsevier, vol. 52(C), pages 17-26.
    31. Su, Yan & Chan, Lai-Cheong & Shu, Lianjie & Tsui, Kwok-Leung, 2012. "Real-time prediction models for output power and efficiency of grid-connected solar photovoltaic systems," Applied Energy, Elsevier, vol. 93(C), pages 319-326.
    32. Huebner, Gesche M. & Hamilton, Ian & Chalabi, Zaid & Shipworth, David & Oreszczyn, Tadj, 2015. "Explaining domestic energy consumption – The comparative contribution of building factors, socio-demographics, behaviours and attitudes," Applied Energy, Elsevier, vol. 159(C), pages 589-600.
    33. Ramadhan, Mohammad & Naseeb, Adel, 2011. "The cost benefit analysis of implementing photovoltaic solar system in the state of Kuwait," Renewable Energy, Elsevier, vol. 36(4), pages 1272-1276.
    34. Kucuksari, Sadik & Khaleghi, Amirreza M. & Hamidi, Maryam & Zhang, Ye & Szidarovszky, Ferenc & Bayraksan, Guzin & Son, Young-Jun, 2014. "An Integrated GIS, optimization and simulation framework for optimal PV size and location in campus area environments," Applied Energy, Elsevier, vol. 113(C), pages 1601-1613.
    35. Cherif, Habib & Belhadj, Jamel, 2011. "Large-scale time evaluation for energy estimation of stand-alone hybrid photovoltaic–wind system feeding a reverse osmosis desalination unit," Energy, Elsevier, vol. 36(10), pages 6058-6067.
    36. Garcia, Humberto E. & Mohanty, Amit & Lin, Wen-Chiao & Cherry, Robert S., 2013. "Dynamic analysis of hybrid energy systems under flexible operation and variable renewable generation – Part I: Dynamic performance analysis," Energy, Elsevier, vol. 52(C), pages 1-16.
    37. Fernández-Infantes, Alberto & Contreras, Javier & Bernal-Agustín, José L., 2006. "Design of grid connected PV systems considering electrical, economical and environmental aspects: A practical case," Renewable Energy, Elsevier, vol. 31(13), pages 2042-2062.
    38. Lund, H., 2006. "Large-scale integration of optimal combinations of PV, wind and wave power into the electricity supply," Renewable Energy, Elsevier, vol. 31(4), pages 503-515.
    39. Chow, T. T. & Chan, A. L. S., 2004. "Numerical study of desirable solar-collector orientations for the coastal region of South China," Applied Energy, Elsevier, vol. 79(3), pages 249-260, November.
    40. Shahrooz Hajighorbani & Mohd Amran Mohd Radzi & Mohd Zainal Abidin Ab Kadir & Suhaidi Shafie, 2015. "Dual Search Maximum Power Point (DSMPP) Algorithm Based on Mathematical Analysis under Shaded Conditions," Energies, MDPI, vol. 8(10), pages 1-31, October.
    41. Mondol, Jayanta Deb & Yohanis, Yigzaw G & Norton, Brian, 2009. "Optimising the economic viability of grid-connected photovoltaic systems," Applied Energy, Elsevier, vol. 86(7-8), pages 985-999, July.
    42. Hernandez, R.R. & Easter, S.B. & Murphy-Mariscal, M.L. & Maestre, F.T. & Tavassoli, M. & Allen, E.B. & Barrows, C.W. & Belnap, J. & Ochoa-Hueso, R. & Ravi, S. & Allen, M.F., 2014. "Environmental impacts of utility-scale solar energy," Renewable and Sustainable Energy Reviews, Elsevier, vol. 29(C), pages 766-779.
    43. Saidur, R. & Hasanuzzaman, M. & Yogeswaran, S. & Mohammed, H.A. & Hossain, M.S., 2010. "An end-use energy analysis in a Malaysian public hospital," Energy, Elsevier, vol. 35(12), pages 4780-4785.
    44. Vázquez-Rowe, Ian & Reyna, Janet L. & García-Torres, Samy & Kahhat, Ramzy, 2015. "Is climate change-centrism an optimal policy making strategy to set national electricity mixes?," Applied Energy, Elsevier, vol. 159(C), pages 108-116.
    45. Fthenakis, Vasilis & Kim, Hyung Chul, 2009. "Land use and electricity generation: A life-cycle analysis," Renewable and Sustainable Energy Reviews, Elsevier, vol. 13(6-7), pages 1465-1474, August.
    46. Guerra, Omar J. & Tejada, Diego A. & Reklaitis, Gintaras V., 2016. "An optimization framework for the integrated planning of generation and transmission expansion in interconnected power systems," Applied Energy, Elsevier, vol. 170(C), pages 1-21.
    47. Shekarchian, M. & Moghavvemi, M. & Mahlia, T.M.I. & Mazandarani, A., 2011. "A review on the pattern of electricity generation and emission in Malaysia from 1976 to 2008," Renewable and Sustainable Energy Reviews, Elsevier, vol. 15(6), pages 2629-2642, August.
    48. Sabo, Mahmoud Lurwan & Mariun, Norman & Hizam, Hashim & Mohd Radzi, Mohd Amran & Zakaria, Azmi, 2016. "Spatial energy predictions from large-scale photovoltaic power plants located in optimal sites and connected to a smart grid in Peninsular Malaysia," Renewable and Sustainable Energy Reviews, Elsevier, vol. 66(C), pages 79-94.
    49. Li, Danny H.W. & Cheung, K.L. & Lam, Tony N.T. & Chan, Wilco W.H., 2012. "A study of grid-connected photovoltaic (PV) system in Hong Kong," Applied Energy, Elsevier, vol. 90(1), pages 122-127.
    50. Denholm, Paul & Margolis, Robert M., 2007. "Evaluating the limits of solar photovoltaics (PV) in traditional electric power systems," Energy Policy, Elsevier, vol. 35(5), pages 2852-2861, May.
    51. Omitaomu, Olufemi A. & Blevins, Brandon R. & Jochem, Warren C. & Mays, Gary T. & Belles, Randy & Hadley, Stanton W. & Harrison, Thomas J. & Bhaduri, Budhendra L. & Neish, Bradley S. & Rose, Amy N., 2012. "Adapting a GIS-based multicriteria decision analysis approach for evaluating new power generating sites," Applied Energy, Elsevier, vol. 96(C), pages 292-301.
    52. Ahadi, Amir & Kang, Sang-Kyun & Lee, Jang-Ho, 2016. "A novel approach for optimal combinations of wind, PV, and energy storage system in diesel-free isolated communities," Applied Energy, Elsevier, vol. 170(C), pages 101-115.
    53. Mahlia, T.M.I, 2002. "Emissions from electricity generation in Malaysia," Renewable Energy, Elsevier, vol. 27(2), pages 293-300.
    54. Tan, Sie Ting & Hashim, Haslenda & Lim, Jeng Shiun & Ho, Wai Shin & Lee, Chew Tin & Yan, Jinyue, 2014. "Energy and emissions benefits of renewable energy derived from municipal solid waste: Analysis of a low carbon scenario in Malaysia," Applied Energy, Elsevier, vol. 136(C), pages 797-804.
    55. Zhou, Wei & Yang, Hongxing & Fang, Zhaohong, 2007. "A novel model for photovoltaic array performance prediction," Applied Energy, Elsevier, vol. 84(12), pages 1187-1198, December.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Siyuan Chen & Yukun Zhang & Jie Zheng, 2021. "Assessment on Global Urban Photovoltaic Carrying Capacity and Adjustment of Photovoltaic Spatial Planning," Sustainability, MDPI, vol. 13(6), pages 1-13, March.
    2. Pillot, Benjamin & Al-Kurdi, Nadeem & Gervet, Carmen & Linguet, Laurent, 2020. "An integrated GIS and robust optimization framework for solar PV plant planning scenarios at utility scale," Applied Energy, Elsevier, vol. 260(C).
    3. Østergaard, P.A. & Lund, H. & Thellufsen, J.Z. & Sorknæs, P. & Mathiesen, B.V., 2022. "Review and validation of EnergyPLAN," Renewable and Sustainable Energy Reviews, Elsevier, vol. 168(C).
    4. Wang, Peng & Zhang, Shuainan & Pu, Yanru & Cao, Shuchao & Zhang, Yuhu, 2021. "Estimation of photovoltaic power generation potential in 2020 and 2030 using land resource changes: An empirical study from China," Energy, Elsevier, vol. 219(C).
    5. Baseem Khan & Josep M. Guerrero & Sanjay Chaudhary & Juan C. Vasquez & Kenn H. B. Frederiksen & Ying Wu, 2022. "A Review of Grid Code Requirements for the Integration of Renewable Energy Sources in Ethiopia," Energies, MDPI, vol. 15(14), pages 1-22, July.
    6. Alfeus Sunarso & Kunhali Ibrahim-Bathis & Sakti A. Murti & Irwan Budiarto & Harold S. Ruiz, 2020. "GIS-Based Assessment of the Technical and Economic Feasibility of Utility-Scale Solar PV Plants: Case Study in West Kalimantan Province," Sustainability, MDPI, vol. 12(15), pages 1-12, August.
    7. Noorollahi, Younes & Ghenaatpisheh Senani, Ali & Fadaei, Ahmad & Simaee, Mobina & Moltames, Rahim, 2022. "A framework for GIS-based site selection and technical potential evaluation of PV solar farm using Fuzzy-Boolean logic and AHP multi-criteria decision-making approach," Renewable Energy, Elsevier, vol. 186(C), pages 89-104.
    8. Rômulo de Oliveira Azevêdo & Paulo Rotela Junior & Luiz Célio Souza Rocha & Gianfranco Chicco & Giancarlo Aquila & Rogério Santana Peruchi, 2020. "Identification and Analysis of Impact Factors on the Economic Feasibility of Photovoltaic Energy Investments," Sustainability, MDPI, vol. 12(17), pages 1-40, September.
    9. Jane Rose Atwongyeire & Arkom Palamanit & Adul Bennui & Mohammad Shakeri & Kuaanan Techato & Shahid Ali, 2022. "Assessment of Suitable Areas for Smart Grid of Power Generated from Renewable Energy Resources in Western Uganda," Energies, MDPI, vol. 15(4), pages 1-31, February.
    10. Rediske, Graciele & Siluk, Julio Cezar M. & Michels, Leandro & Rigo, Paula D. & Rosa, Carmen B. & Cugler, Gilberto, 2020. "Multi-criteria decision-making model for assessment of large photovoltaic farms in Brazil," Energy, Elsevier, vol. 197(C).
    11. Saeidi, Reza & Noorollahi, Younes & Aghaz, Javad & Chang, Soowon, 2023. "FUZZY-TOPSIS method for defining optimal parameters and finding suitable sites for PV power plants," Energy, Elsevier, vol. 282(C).
    12. Lindberg, O. & Birging, A. & Widén, J. & Lingfors, D., 2021. "PV park site selection for utility-scale solar guides combining GIS and power flow analysis: A case study on a Swedish municipality," Applied Energy, Elsevier, vol. 282(PA).
    13. Al Garni, Hassan Z. & Awasthi, Anjali, 2017. "Solar PV power plant site selection using a GIS-AHP based approach with application in Saudi Arabia," Applied Energy, Elsevier, vol. 206(C), pages 1225-1240.
    14. Adewuyi, Oludamilare Bode & Lotfy, Mohammed E. & Akinloye, Benjamin Olabisi & Rashid Howlader, Harun Or & Senjyu, Tomonobu & Narayanan, Krishna, 2019. "Security-constrained optimal utility-scale solar PV investment planning for weak grids: Short reviews and techno-economic analysis," Applied Energy, Elsevier, vol. 245(C), pages 16-30.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Sabo, Mahmoud Lurwan & Mariun, Norman & Hizam, Hashim & Mohd Radzi, Mohd Amran & Zakaria, Azmi, 2016. "Spatial energy predictions from large-scale photovoltaic power plants located in optimal sites and connected to a smart grid in Peninsular Malaysia," Renewable and Sustainable Energy Reviews, Elsevier, vol. 66(C), pages 79-94.
    2. Al Garni, Hassan Z. & Awasthi, Anjali, 2017. "Solar PV power plant site selection using a GIS-AHP based approach with application in Saudi Arabia," Applied Energy, Elsevier, vol. 206(C), pages 1225-1240.
    3. Yushchenko, Alisa & de Bono, Andrea & Chatenoux, Bruno & Kumar Patel, Martin & Ray, Nicolas, 2018. "GIS-based assessment of photovoltaic (PV) and concentrated solar power (CSP) generation potential in West Africa," Renewable and Sustainable Energy Reviews, Elsevier, vol. 81(P2), pages 2088-2103.
    4. Finn, Thomas & McKenzie, Paul, 2020. "A high-resolution suitability index for solar farm location in complex landscapes," Renewable Energy, Elsevier, vol. 158(C), pages 520-533.
    5. Caballero, F. & Sauma, E. & Yanine, F., 2013. "Business optimal design of a grid-connected hybrid PV (photovoltaic)-wind energy system without energy storage for an Easter Island's block," Energy, Elsevier, vol. 61(C), pages 248-261.
    6. Shafiullah, Md & Rahman, Syed Masiur & Mortoja, Md. Golam & Al-Ramadan, Baqer, 2016. "Role of spatial analysis technology in power system industry: An overview," Renewable and Sustainable Energy Reviews, Elsevier, vol. 66(C), pages 584-595.
    7. Doljak, Dejan & Stanojević, Gorica, 2017. "Evaluation of natural conditions for site selection of ground-mounted photovoltaic power plants in Serbia," Energy, Elsevier, vol. 127(C), pages 291-300.
    8. Sindhu, Sonal & Nehra, Vijay & Luthra, Sunil, 2017. "Investigation of feasibility study of solar farms deployment using hybrid AHP-TOPSIS analysis: Case study of India," Renewable and Sustainable Energy Reviews, Elsevier, vol. 73(C), pages 496-511.
    9. Orioli, Aldo & Di Gangi, Alessandra, 2015. "The recent change in the Italian policies for photovoltaics: Effects on the payback period and levelized cost of electricity of grid-connected photovoltaic systems installed in urban contexts," Energy, Elsevier, vol. 93(P2), pages 1989-2005.
    10. Aly, Ahmed & Jensen, Steen Solvang & Pedersen, Anders Branth, 2017. "Solar power potential of Tanzania: Identifying CSP and PV hot spots through a GIS multicriteria decision making analysis," Renewable Energy, Elsevier, vol. 113(C), pages 159-175.
    11. Aldo Orioli & Vincenzo Franzitta & Alessandra Di Gangi & Ferdinando Foresta, 2016. "The Recent Change in the Italian Policies for Photovoltaics: Effects on the Energy Demand Coverage of Grid-Connected PV Systems Installed in Urban Contexts," Energies, MDPI, vol. 9(11), pages 1-31, November.
    12. Parida, Bhubaneswari & Iniyan, S. & Goic, Ranko, 2011. "A review of solar photovoltaic technologies," Renewable and Sustainable Energy Reviews, Elsevier, vol. 15(3), pages 1625-1636, April.
    13. Majumdar, Debaleena & Pasqualetti, Martin J., 2019. "Analysis of land availability for utility-scale power plants and assessment of solar photovoltaic development in the state of Arizona, USA," Renewable Energy, Elsevier, vol. 134(C), pages 1213-1231.
    14. Vrînceanu, Alexandra & Dumitrașcu, Monica & Kucsicsa, Gheorghe, 2022. "Site suitability for photovoltaic farms and current investment in Romania," Renewable Energy, Elsevier, vol. 187(C), pages 320-330.
    15. Yılmaz, Kutay & Dinçer, Ali Ersin & Ayhan, Elif N., 2023. "Exploring flood and erosion risk indices for optimal solar PV site selection and assessing the influence of topographic resolution," Renewable Energy, Elsevier, vol. 216(C).
    16. Orioli, Aldo & Di Gangi, Alessandra, 2013. "Load mismatch of grid-connected photovoltaic systems: Review of the effects and analysis in an urban context," Renewable and Sustainable Energy Reviews, Elsevier, vol. 21(C), pages 13-28.
    17. Noorollahi, Younes & Ghenaatpisheh Senani, Ali & Fadaei, Ahmad & Simaee, Mobina & Moltames, Rahim, 2022. "A framework for GIS-based site selection and technical potential evaluation of PV solar farm using Fuzzy-Boolean logic and AHP multi-criteria decision-making approach," Renewable Energy, Elsevier, vol. 186(C), pages 89-104.
    18. Calvert, K. & Pearce, J.M. & Mabee, W.E., 2013. "Toward renewable energy geo-information infrastructures: Applications of GIScience and remote sensing that build institutional capacity," Renewable and Sustainable Energy Reviews, Elsevier, vol. 18(C), pages 416-429.
    19. Sánchez-Lozano, J.M. & García-Cascales, M.S. & Lamata, M.T., 2014. "Identification and selection of potential sites for onshore wind farms development in Region of Murcia, Spain," Energy, Elsevier, vol. 73(C), pages 311-324.
    20. Anwarzai, Mohammad Abed & Nagasaka, Ken, 2017. "Utility-scale implementable potential of wind and solar energies for Afghanistan using GIS multi-criteria decision analysis," Renewable and Sustainable Energy Reviews, Elsevier, vol. 71(C), pages 150-160.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:appene:v:191:y:2017:i:c:p:663-688. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/wps/find/journaldescription.cws_home/405891/description#description .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.