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Energy planning based on Vision-2023 of Turkey with a goal programming under fuzzy multi-objectives

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  • Gezen, Mesliha
  • Karaaslan, Abdulkerim

Abstract

In this study, the realizability of the MENR's Vision-2023 goals is questioned under the contradictory objectives of minimum cost, minimum emission, maximum capacity factor and maximum resource potential. This is a goal-oriented programming problem with uncertain objectives. While the decision maker (DM) can determine the goals he wants to attain in this problem, he also has undefined goals (such as cost minimization) that constrain his ability to fulfill these goals. The GP-FMO model was proposed to model such a problem. The resulting model was solved by classical LP and non-dominated genetic algorithm II (NSGA II). The solution found using the classical LP is only one of the feasible solution alternatives. The non-dominated points on the Pareto efficient set obtained by the NSGA II Algorithm were presented to the decision makers as solution possibilities based on the common satisfaction levels of the uncertain goals. Prioritization of energy resources, regional allocation, and capacity increase planning were all combined in this study. All resources in Turkey's energy supply systems were discussed. The findings provide a multidimensional perspective for energy investments.

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  • Gezen, Mesliha & Karaaslan, Abdulkerim, 2022. "Energy planning based on Vision-2023 of Turkey with a goal programming under fuzzy multi-objectives," Energy, Elsevier, vol. 261(PA).
    • Handle: RePEc:eee:energy:v:261:y:2022:i:pa:s0360544222018552
    DOI: 10.1016/j.energy.2022.124956
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    as
    1. Cinar, Didem & Kayakutlu, Gulgun & Daim, Tugrul, 2010. "Development of future energy scenarios with intelligent algorithms: Case of hydro in Turkey," Energy, Elsevier, vol. 35(4), pages 1724-1729.
    2. Abdulkerim Karaaslan & Mesliha Gezen, 2017. "Forecasting of Turkey s Sectoral Energy Demand by Using Fuzzy Grey Regression Model," International Journal of Energy Economics and Policy, Econjournals, vol. 7(1), pages 67-77.
    3. Boris Pérez-Cañedo & Eduardo René Concepción-Morales & Seyyed Ahmad Edalatpanah, 2019. "A Revised Version of a Lexicographical-based Method for Solving Fully Fuzzy Linear Programming Problems with Inequality Constraints," Fuzzy Information and Engineering, Taylor & Francis Journals, vol. 11(4), pages 474-493, October.
    4. R. E. Bellman & L. A. Zadeh, 1970. "Decision-Making in a Fuzzy Environment," Management Science, INFORMS, vol. 17(4), pages 141-164, December.
    5. Sheng-Yuan Wang & Wan-Ming Chen & Ying Liu, 2021. "Collaborative Product Portfolio Design Based on the Approach of Multichoice Goal Programming," Mathematical Problems in Engineering, Hindawi, vol. 2021, pages 1-16, January.
    6. English, Jeffrey & Niet, Taco & Lyseng, Benjamin & Keller, Victor & Palmer-Wilson, Kevin & Robertson, Bryson & Wild, Peter & Rowe, Andrew, 2020. "Flexibility requirements and electricity system planning: Assessing inter-regional coordination with large penetrations of variable renewable supplies," Renewable Energy, Elsevier, vol. 145(C), pages 2770-2782.
    7. Alkan, Ömer & Albayrak, Özlem Karadağ, 2020. "Ranking of renewable energy sources for regions in Turkey by fuzzy entropy based fuzzy COPRAS and fuzzy MULTIMOORA," Renewable Energy, Elsevier, vol. 162(C), pages 712-726.
    8. Ilbahar, Esra & Kahraman, Cengiz & Cebi, Selcuk, 2021. "Location selection for waste-to-energy plants by using fuzzy linear programming," Energy, Elsevier, vol. 234(C).
    9. Gacitua, L. & Gallegos, P. & Henriquez-Auba, R. & Lorca, Á. & Negrete-Pincetic, M. & Olivares, D. & Valenzuela, A. & Wenzel, G., 2018. "A comprehensive review on expansion planning: Models and tools for energy policy analysis," Renewable and Sustainable Energy Reviews, Elsevier, vol. 98(C), pages 346-360.
    10. Chang, Ching-Ter, 2011. "Multi-choice goal programming with utility functions," European Journal of Operational Research, Elsevier, vol. 215(2), pages 439-445, December.
    11. Ballarin, A. & Vecchiato, D. & Tempesta, T. & Marangon, F. & Troiano, S., 2011. "Biomass energy production in agriculture: A weighted goal programming analysis," Energy Policy, Elsevier, vol. 39(3), pages 1123-1131, March.
    12. Yilan, Gülşah & Kadirgan, M.A. Neşet & Çiftçioğlu, Gökçen A., 2020. "Analysis of electricity generation options for sustainable energy decision making: The case of Turkey," Renewable Energy, Elsevier, vol. 146(C), pages 519-529.
    13. Deveci, Kaan & Güler, Önder, 2020. "A CMOPSO based multi-objective optimization of renewable energy planning: Case of Turkey," Renewable Energy, Elsevier, vol. 155(C), pages 578-590.
    14. Jayaraman, Raja & Colapinto, Cinzia & Torre, Davide La & Malik, Tufail, 2015. "Multi-criteria model for sustainable development using goal programming applied to the United Arab Emirates," Energy Policy, Elsevier, vol. 87(C), pages 447-454.
    15. Benli, Hüseyin, 2013. "Potential of renewable energy in electrical energy production and sustainable energy development of Turkey: Performance and policies," Renewable Energy, Elsevier, vol. 50(C), pages 33-46.
    16. K Deb, 2001. "Nonlinear goal programming using multi-objective genetic algorithms," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 52(3), pages 291-302, March.
    17. Alao, M.A. & Ayodele, T.R. & Ogunjuyigbe, A.S.O. & Popoola, O.M., 2020. "Multi-criteria decision based waste to energy technology selection using entropy-weighted TOPSIS technique: The case study of Lagos, Nigeria," Energy, Elsevier, vol. 201(C).
    18. Ramanathan, R. & Ganesh, L.S., 1995. "Energy alternatives for lighting in households: An evaluation using an integrated goal programming-AHP model," Energy, Elsevier, vol. 20(1), pages 63-72.
    19. Lopez, Neil Stephen A. & Foo, Dominic C.Y. & Tan, Raymond R., 2021. "Optimizing regional electricity trading with Carbon Emissions Pinch Analysis," Energy, Elsevier, vol. 237(C).
    20. Mohd Yahya, Nur Syahira & Ng, Lik Yin & Andiappan, Viknesh, 2021. "Optimisation and planning of biomass supply chain for new and existing power plants based on carbon reduction targets," Energy, Elsevier, vol. 237(C).
    21. 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.
    22. Zografidou, Eleni & Petridis, Konstantinos & Petridis, Nikolaos E. & Arabatzis, Garyfallos, 2017. "A financial approach to renewable energy production in Greece using goal programming," Renewable Energy, Elsevier, vol. 108(C), pages 37-51.
    23. Samouilidis, Jesus E. & Pappas, Ioannis A., 1980. "A goal programming approach to energy forecasting," European Journal of Operational Research, Elsevier, vol. 5(5), pages 321-331, November.
    24. Bilgili, Mehmet & Bilirgen, Harun & Ozbek, Arif & Ekinci, Firat & Demirdelen, Tugce, 2018. "The role of hydropower installations for sustainable energy development in Turkey and the world," Renewable Energy, Elsevier, vol. 126(C), pages 755-764.
    25. Huang, Zishuo & Yu, Hang & Chu, Xiangyang & Peng, Zhenwei, 2017. "A goal programming based model system for community energy plan," Energy, Elsevier, vol. 134(C), pages 893-901.
    26. Ozgur, M. Arif, 2008. "Review of Turkey's renewable energy potential," Renewable Energy, Elsevier, vol. 33(11), pages 2345-2356.
    27. Hocine, Amin & Zhuang, Zheng-Yun & Kouaissah, Noureddine & Li, Der-Chiang, 2020. "Weighted-additive fuzzy multi-choice goal programming (WA-FMCGP) for supporting renewable energy site selection decisions," European Journal of Operational Research, Elsevier, vol. 285(2), pages 642-654.
    28. Delgarm, N. & Sajadi, B. & Kowsary, F. & Delgarm, S., 2016. "Multi-objective optimization of the building energy performance: A simulation-based approach by means of particle swarm optimization (PSO)," Applied Energy, Elsevier, vol. 170(C), pages 293-303.
    29. Lavidas, George, 2020. "Selection index for Wave Energy Deployments (SIWED): A near-deterministic index for wave energy converters," Energy, Elsevier, vol. 196(C).
    30. Anjo, João & Neves, Diana & Silva, Carlos & Shivakumar, Abhishek & Howells, Mark, 2018. "Modeling the long-term impact of demand response in energy planning: The Portuguese electric system case study," Energy, Elsevier, vol. 165(PA), pages 456-468.
    31. Zhitao Xu & X.G. Ming & Maokuan Zheng & Miao Li & Lina He & Wenyan Song, 2015. "Cross-trained workers scheduling for field service using improved NSGA-II," International Journal of Production Research, Taylor & Francis Journals, vol. 53(4), pages 1255-1272, February.
    32. Aydin, Nazli Yonca & Kentel, Elcin & Duzgun, Sebnem, 2010. "GIS-based environmental assessment of wind energy systems for spatial planning: A case study from Western Turkey," Renewable and Sustainable Energy Reviews, Elsevier, vol. 14(1), pages 364-373, January.
    33. Chang, Ching-Ter, 2015. "Multi-choice goal programming model for the optimal location of renewable energy facilities," Renewable and Sustainable Energy Reviews, Elsevier, vol. 41(C), pages 379-389.
    34. Tan, Raymond R. & Foo, Dominic C.Y., 2007. "Pinch analysis approach to carbon-constrained energy sector planning," Energy, Elsevier, vol. 32(8), pages 1422-1429.
    35. A. Charnes & W. W. Cooper, 1957. "Management Models and Industrial Applications of Linear Programming," Management Science, INFORMS, vol. 4(1), pages 38-91, October.
    36. Hocine, Amine & Kouaissah, Noureddine & Bettahar, Samir & Benbouziane, Mohamed, 2018. "Optimizing renewable energy portfolios under uncertainty: A multi-segment fuzzy goal programming approach," Renewable Energy, Elsevier, vol. 129(PA), pages 540-552.
    37. Balat, Havva, 2007. "A renewable perspective for sustainable energy development in Turkey: The case of small hydropower plants," Renewable and Sustainable Energy Reviews, Elsevier, vol. 11(9), pages 2152-2165, December.
    38. Karaaslan, Abdulkerim & Gezen, Mesliha, 2022. "The evaluation of renewable energy resources in Turkey by integer multi-objective selection problem with interval coefficient," Renewable Energy, Elsevier, vol. 182(C), pages 842-854.
    39. Nair, Purusothmn Nair S. Bhasker & Tan, Raymond R. & Foo, Dominic C.Y., 2021. "A generic algebraic targeting approach for integration of renewable energy sources, CO2 capture and storage and negative emission technologies in carbon-constrained energy planning," Energy, Elsevier, vol. 235(C).
    40. Afful-Dadzie, Anthony & Mallett, Alexandra & Afful-Dadzie, Eric, 2020. "The challenge of energy transition in the Global South: The case of electricity generation planning in Ghana," Renewable and Sustainable Energy Reviews, Elsevier, vol. 126(C).
    41. Çolak, Murat & Kaya, İhsan, 2017. "Prioritization of renewable energy alternatives by using an integrated fuzzy MCDM model: A real case application for Turkey," Renewable and Sustainable Energy Reviews, Elsevier, vol. 80(C), pages 840-853.
    42. Li, Tao & Li, Ang & Guo, Xiaopeng, 2020. "The sustainable development-oriented development and utilization of renewable energy industry——A comprehensive analysis of MCDM methods," Energy, Elsevier, vol. 212(C).
    43. Chang, Ching-Ter, 2007. "Multi-choice goal programming," Omega, Elsevier, vol. 35(4), pages 389-396, August.
    44. Toufic Mezher, 1997. "Sustainable development strategies for Lebanon," Sustainable Development, John Wiley & Sons, Ltd., vol. 5(2), pages 55-64.
    45. Şengül, Ümran & Eren, Miraç & Eslamian Shiraz, Seyedhadi & Gezder, Volkan & Şengül, Ahmet Bilal, 2015. "Fuzzy TOPSIS method for ranking renewable energy supply systems in Turkey," Renewable Energy, Elsevier, vol. 75(C), pages 617-625.
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