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

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  • 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.

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  • 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
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    as
    1. 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.
    2. 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.
    3. 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.
    4. 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.
    5. 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.
    6. 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.
    7. 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.
    8. 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.
    9. 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.
    10. 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.
    11. 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.
    12. 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.
    13. 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.
    14. 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.
    15. 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.
    16. 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.
    17. 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.
    18. 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.
    19. 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.
    20. 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.
    21. 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.
    22. 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.
    23. Hove, Tawanda, 2000. "A method for predicting long-term average performance of photovoltaic systems," Renewable Energy, Elsevier, vol. 21(2), pages 207-229.
    24. 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.
    25. 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.
    26. 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.
    27. 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.
    28. 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.
    29. 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.
    30. 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.
    31. 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.
    32. 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.
    33. Saidur, R., 2009. "Energy consumption, energy savings, and emission analysis in Malaysian office buildings," Energy Policy, Elsevier, vol. 37(10), pages 4104-4113, October.
    34. 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.
    35. 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.
    36. 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.
    37. 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.
    38. 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.
    39. 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.
    40. 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.
    41. Tsoutsos, Theocharis & Frantzeskaki, Niki & Gekas, Vassilis, 2005. "Environmental impacts from the solar energy technologies," Energy Policy, Elsevier, vol. 33(3), pages 289-296, February.
    42. 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.
    43. 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.
    44. 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.
    45. 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.
    46. 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.
    47. 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.
    48. 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.
    49. 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.
    50. Mahlia, T.M.I, 2002. "Emissions from electricity generation in Malaysia," Renewable Energy, Elsevier, vol. 27(2), pages 293-300.
    51. 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.
    52. 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.
    53. 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.
    54. 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.
    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.
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