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Scenarios as a tool supporting decisions in urban energy policy: The analysis using fuzzy logic, multi-criteria analysis and GIS tools

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  • Mrówczyńska, M.
  • Skiba, M.
  • Sztubecka, M.
  • Bazan-Krzywoszańska, A.
  • Kazak, J.K.
  • Gajownik, P.

Abstract

At present, cities characterised by high building intensity, which requires a sufficiently large amount of energy for proper functioning. This necessity means that energy planning should focus on the one hand on saving and reducing energy consumption, but also on introducing renewable energy sources (RES) in a way that ensures sustainable urban development. Social and economic issues that condition equality in access to energy and allow its rational use are a severe problem in cities. The article proposes a way of identifying the criteria that have the most significant impact on energy policy effects and the use of renewable energy in cities. The tests results affecting the energy potential of cities were analysed using various energy scenarios. The fuzzy logic and the Geographic Information System (GIS) were used to assess them. To show the differences between the scenarios, the Energy Potential Index (EPI) was developed to determine the feasibility of implementing individual energy scenarios in six urban districts. The results of this study present the importance of different criteria that influence the decisions made and the applied energy policy scenarios in the city areas. The approach that is important regardless of the goals is the intensity of development. The most desirable area for the implementation of the energy policy, taking into account renewable energy sources, is the city quarter with high-intensity multi-family housing. The study conclusions provide guidelines for decision-makers shaping the energy policy in the city in the form of the EPI indicator - a comparative assessment of the location and development of renewable energy systems to increase energy potential, equality in access to energy and mitigation of the effects of climate change.

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  • Mrówczyńska, M. & Skiba, M. & Sztubecka, M. & Bazan-Krzywoszańska, A. & Kazak, J.K. & Gajownik, P., 2021. "Scenarios as a tool supporting decisions in urban energy policy: The analysis using fuzzy logic, multi-criteria analysis and GIS tools," Renewable and Sustainable Energy Reviews, Elsevier, vol. 137(C).
    • Handle: RePEc:eee:rensus:v:137:y:2021:i:c:s1364032120308820
    DOI: 10.1016/j.rser.2020.110598
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    as
    1. Peng, Benhong & Wang, Yuanyuan & Wei, Guo, 2020. "Energy eco-efficiency: Is there any spatial correlation between different regions?," Energy Policy, Elsevier, vol. 140(C).
    2. Saaty, Thomas L., 2003. "Decision-making with the AHP: Why is the principal eigenvector necessary," European Journal of Operational Research, Elsevier, vol. 145(1), pages 85-91, February.
    3. Rosso-Cerón, A.M. & Kafarov, V. & Latorre-Bayona, G. & Quijano-Hurtado, R., 2019. "A novel hybrid approach based on fuzzy multi-criteria decision-making tools for assessing sustainable alternatives of power generation in San Andrés Island," Renewable and Sustainable Energy Reviews, Elsevier, vol. 110(C), pages 159-173.
    4. Kuriqi, Alban & Pinheiro, António N. & Sordo-Ward, Alvaro & Garrote, Luis, 2019. "Flow regime aspects in determining environmental flows and maximising energy production at run-of-river hydropower plants," Applied Energy, Elsevier, vol. 256(C).
    5. Launay, S. & Kadoch, B. & Le Métayer, O. & Parrado, C., 2019. "Analysis strategy for multi-criteria optimization: Application to inter-seasonal solar heat storage for residential building needs," Energy, Elsevier, vol. 171(C), pages 419-434.
    6. Liu, Aijun & Zhao, Yingxue & Meng, Xiaoge & Zhang, Yan, 2020. "A three-phase fuzzy multi-criteria decision model for charging station location of the sharing electric vehicle," International Journal of Production Economics, Elsevier, vol. 225(C).
    7. Caporale, Diana & Sangiorgio, Valentino & Amodio, Alessandro & De Lucia, Caterina, 2020. "Multi-criteria and focus group analysis for social acceptance of wind energy," Energy Policy, Elsevier, vol. 140(C).
    8. Mrówczyńska, Maria & Skiba, Marta & Bazan-Krzywoszańska, Anna & Sztubecka, Małgorzata, 2020. "Household standards and socio-economic aspects as a factor determining energy consumption in the city," Applied Energy, Elsevier, vol. 264(C).
    9. Baumann, Manuel & Weil, Marcel & Peters, Jens F. & Chibeles-Martins, Nelson & Moniz, Antonio B., 2019. "A review of multi-criteria decision making approaches for evaluating energy storage systems for grid applications," Renewable and Sustainable Energy Reviews, Elsevier, vol. 107(C), pages 516-534.
    10. Ferla, G. & Caputo, P. & Colaninno, N. & Morello, E., 2020. "Urban greenery management and energy planning: A GIS-based potential evaluation of pruning by-products for energy application for the city of Milan," Renewable Energy, Elsevier, vol. 160(C), pages 185-195.
    11. Keeley, Alexander Ryota & Matsumoto, Ken’ichi, 2018. "Relative significance of determinants of foreign direct investment in wind and solar energy in developing countries – AHP analysis," Energy Policy, Elsevier, vol. 123(C), pages 337-348.
    12. Browne, David & O'Regan, Bernadette & Moles, Richard, 2010. "Use of multi-criteria decision analysis to explore alternative domestic energy and electricity policy scenarios in an Irish city-region," Energy, Elsevier, vol. 35(2), pages 518-528.
    13. 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.
    14. Bianco, Vincenzo & Cascetta, Furio & Marino, Alfonso & Nardini, Sergio, 2019. "Understanding energy consumption and carbon emissions in Europe: A focus on inequality issues," Energy, Elsevier, vol. 170(C), pages 120-130.
    15. Shen, Yung-Chi & Lin, Grace T.R. & Li, Kuang-Pin & Yuan, Benjamin J.C., 2010. "An assessment of exploiting renewable energy sources with concerns of policy and technology," Energy Policy, Elsevier, vol. 38(8), pages 4604-4616, August.
    16. Alhamwi, Alaa & Medjroubi, Wided & Vogt, Thomas & Agert, Carsten, 2019. "Development of a GIS-based platform for the allocation and optimisation of distributed storage in urban energy systems," Applied Energy, Elsevier, vol. 251(C), pages 1-1.
    17. McKenna, R. & Bertsch, V. & Mainzer, K. & Fichtner, W., 2018. "Combining local preferences with multi-criteria decision analysis and linear optimization to develop feasible energy concepts in small communities," European Journal of Operational Research, Elsevier, vol. 268(3), pages 1092-1110.
    18. Maria Mrówczyńska & Marta Skiba & Anna Bazan-Krzywoszańska & Dorota Bazuń & Mariusz Kwiatkowski, 2018. "Social and Infrastructural Conditioning of Lowering Energy Costs and Improving the Energy Efficiency of Buildings in the Context of the Local Energy Policy," Energies, MDPI, vol. 11(9), pages 1-16, September.
    19. Yasser Ebrahimian Ghajari & Ali Asghar Alesheikh & Mahdi Modiri & Reza Hosnavi & Morteza Abbasi, 2017. "Spatial Modelling of Urban Physical Vulnerability to Explosion Hazards Using GIS and Fuzzy MCDA," Sustainability, MDPI, vol. 9(7), pages 1-29, July.
    20. Johari, F. & Peronato, G. & Sadeghian, P. & Zhao, X. & Widén, J., 2020. "Urban building energy modeling: State of the art and future prospects," Renewable and Sustainable Energy Reviews, Elsevier, vol. 128(C).
    21. Ghenai, Chaouki & Albawab, Mona & Bettayeb, Maamar, 2020. "Sustainability indicators for renewable energy systems using multi-criteria decision-making model and extended SWARA/ARAS hybrid method," Renewable Energy, Elsevier, vol. 146(C), pages 580-597.
    22. Bamati, Narges & Raoofi, Ali, 2020. "Development level and the impact of technological factor on renewable energy production," Renewable Energy, Elsevier, vol. 151(C), pages 946-955.
    23. McCabe, Annie & Pojani, Dorina & van Groenou, Anthony Broese, 2018. "The application of renewable energy to social housing: A systematic review," Energy Policy, Elsevier, vol. 114(C), pages 549-557.
    24. 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).
    25. Firozjaei, Mohammad Karimi & Nematollahi, Omid & Mijani, Naeim & Shorabeh, Saman Nadizadeh & Firozjaei, Hamzeh Karimi & Toomanian, Ara, 2019. "An integrated GIS-based Ordered Weighted Averaging analysis for solar energy evaluation in Iran: Current conditions and future planning," Renewable Energy, Elsevier, vol. 136(C), pages 1130-1146.
    26. Francisco, Abigail & Taylor, John E., 2019. "Understanding citizen perspectives on open urban energy data through the development and testing of a community energy feedback system," Applied Energy, Elsevier, vol. 256(C).
    27. Hu, Shushan & Hoare, Cathal & Raftery, Paul & O’Donnell, James, 2019. "Environmental and energy performance assessment of buildings using scenario modelling and fuzzy analytic network process," Applied Energy, Elsevier, vol. 255(C).
    28. Wang, Ying-Ming & Luo, Ying & Hua, Zhongsheng, 2008. "On the extent analysis method for fuzzy AHP and its applications," European Journal of Operational Research, Elsevier, vol. 186(2), pages 735-747, April.
    29. Neofytou, H. & Nikas, A. & Doukas, H., 2020. "Sustainable energy transition readiness: A multicriteria assessment index," Renewable and Sustainable Energy Reviews, Elsevier, vol. 131(C).
    30. Delmastro, Chiara & Gargiulo, Maurizio, 2020. "Capturing the long-term interdependencies between building thermal energy supply and demand in urban planning strategies," Applied Energy, Elsevier, vol. 268(C).
    31. Zygmunt Lipnicki & Marta Gortych & Anna Staszczuk & Tadeusz Kuczyński & Piotr Grabas, 2019. "Analytical and Experimental Investigation of the Solar Chimney System," Energies, MDPI, vol. 12(11), pages 1-13, May.
    32. Shiraishi, Kenji & Shirley, Rebekah G. & Kammen, Daniel M., 2019. "Geospatial multi-criteria analysis for identifying high priority clean energy investment opportunities: A case study on land-use conflict in Bangladesh," Applied Energy, Elsevier, vol. 235(C), pages 1457-1467.
    33. Huang, Pei & Ma, Zhenjun & Xiao, Longzhu & Sun, Yongjun, 2019. "Geographic Information System-assisted optimal design of renewable powered electric vehicle charging stations in high-density cities," Applied Energy, Elsevier, vol. 255(C).
    34. Sovacool, Benjamin K. & Griffiths, Steve, 2020. "The cultural barriers to a low-carbon future: A review of six mobility and energy transitions across 28 countries," Renewable and Sustainable Energy Reviews, Elsevier, vol. 119(C).
    35. Sovacool, Benjamin K. & Furszyfer Del Rio, Dylan D., 2020. "Smart home technologies in Europe: A critical review of concepts, benefits, risks and policies," Renewable and Sustainable Energy Reviews, Elsevier, vol. 120(C).
    36. Dhunny, A.Z. & Doorga, J.R.S. & Allam, Z. & Lollchund, M.R. & Boojhawon, R., 2019. "Identification of optimal wind, solar and hybrid wind-solar farming sites using fuzzy logic modelling," Energy, Elsevier, vol. 188(C).
    37. Erbaş, Mehmet & Kabak, Mehmet & Özceylan, Eren & Çetinkaya, Cihan, 2018. "Optimal siting of electric vehicle charging stations: A GIS-based fuzzy Multi-Criteria Decision Analysis," Energy, Elsevier, vol. 163(C), pages 1017-1031.
    38. Vasić, Goran, 2018. "Application of multi criteria analysis in the design of energy policy: Space and water heating in households – City Novi Sad, Serbia," Energy Policy, Elsevier, vol. 113(C), pages 410-419.
    39. Govind Kharat, Manoj & Murthy, Shankar & Jaisingh Kamble, Sheetal & Raut, Rakesh D. & Kamble, Sachin S. & Govind Kharat, Mukesh, 2019. "Fuzzy multi-criteria decision analysis for environmentally conscious solid waste treatment and disposal technology selection," Technology in Society, Elsevier, vol. 57(C), pages 20-29.
    40. Miguel Centeno Brito & Paula Redweik & Cristina Catita & Sara Freitas & Miguel Santos, 2019. "3D Solar Potential in the Urban Environment: A Case Study in Lisbon," Energies, MDPI, vol. 12(18), pages 1-13, September.
    41. Lerche, Nils & Wilkens, Ines & Schmehl, Meike & Eigner-Thiel, Swantje & Geldermann, Jutta, 2019. "Using methods of Multi-Criteria Decision Making to provide decision support concerning local bioenergy projects," Socio-Economic Planning Sciences, Elsevier, vol. 68(C).
    42. Alhamwi, Alaa & Medjroubi, Wided & Vogt, Thomas & Agert, Carsten, 2018. "Modelling urban energy requirements using open source data and models," Applied Energy, Elsevier, vol. 231(C), pages 1100-1108.
    43. Wang, Yuanping & Ren, Hong & Dong, Liang & Park, Hung-Suck & Zhang, Yuepeng & Xu, Yanwei, 2019. "Smart solutions shape for sustainable low-carbon future: A review on smart cities and industrial parks in China," Technological Forecasting and Social Change, Elsevier, vol. 144(C), pages 103-117.
    44. Pedro, Joana & Silva, Carlos & Pinheiro, Manuel Duarte, 2019. "Integrating GIS spatial dimension into BREEAM communities sustainability assessment to support urban planning policies, Lisbon case study," Land Use Policy, Elsevier, vol. 83(C), pages 424-434.
    45. Rolando-Arturo Cubillos-González & Grace Tiberio Cardoso, 2020. "Clean Technology Transfer and Innovation in Social Housing Production in Brazil and Colombia. A Framework from a Systematic Review," Sustainability, MDPI, vol. 12(4), pages 1-12, February.
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