An integrated expert recommender system approach to environmental service priorities in renewable energy

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dc.contributor.authorYüksel, Serhat
dc.contributor.authorDinçer, Hasan
dc.contributor.authorHacıoğlu, Ümit
dc.contributor.authorAn, Jaehyung
dc.contributor.authorMikhaylov, Alexey
dc.contributor.authorKarpyn, Zuleima
dc.date.accessioned2025-09-30T14:11:04Z
dc.date.available2025-09-30T14:11:04Z
dc.date.issued2024
dc.departmentİstanbul Medipol Üniversitesi, İşletme ve Yönetim Bilimleri Fakültesi, Uluslararası Ticaret ve Finansman Bölümü
dc.description.abstractThe purpose of this study is to analyze the investment success of renewable energy generation projects design. A novel model has been constructed for this purpose. At the first stage, collaborative filtering methodology is taken into consideration to complete missing evaluations. After that, M-SWARA based on QUSFSs with golden cut is used to compute the weights of these factors. Finally, the components of the service design are ranked by TOPSIS approach. The main contribution of the paper is that a new methodology (M-SWARA) has been created in this study by making improvements to SWARA. With the help of this new model, causal directions between the indicators can also be examined. Similarly, collaborative filtering methodology is taken into consideration to complete missing evaluations. In this process, the decision makers are allowed to leave the questions they wanted blank. This situation is considered as the superiority of the proposed model compared to many previous models in the literature. The findings indicate that cost is the most significant factor for the success of renewable energy investments because it gets the highest weight (.261). The ranking results also demonstrate that product is the most essential component of the service design of renewable energy investments. Therefore, solving the high-cost problem is of vital importance to increase these investments. First, renewable energy companies can reduce costs with more effective financial management. To carry out this process effectively, a finance department consisting of qualified personnel is needed. Thanks to this team, current situations in the financial markets will be better followed and this will play an important role in reducing costs.
dc.description.sponsorshipHankuk University of Foreign Studies Research Fund
dc.identifier.citationYüksel, S., Dinçer, H., Hacıoğlu, Ü., An, J., Mikhaylov, A. ve Karpyn, Z. (2024). An integrated expert recommender system approach to environmental service priorities in renewable energy. Environmental Research Communications, 6(9). http://dx.doi.org/10.1088/2515-7620/ad6d3e
dc.identifier.doi10.1088/2515-7620/ad6d3e
dc.identifier.issn2515-7620
dc.identifier.issue9
dc.identifier.scopus2-s2.0-85205903085
dc.identifier.scopusqualityQ1
dc.identifier.urihttp://dx.doi.org/10.1088/2515-7620/ad6d3e
dc.identifier.urihttps://hdl.handle.net/20.500.12511/13061
dc.identifier.volume6
dc.identifier.wosWOS:001321519600001
dc.identifier.wosqualityQ3
dc.indekslendigikaynakWeb of Science
dc.indekslendigikaynakScopus
dc.institutionauthorYüksel, Serhat
dc.institutionauthorDinçer, Hasan
dc.institutionauthorid0000-0002-9858-1266
dc.institutionauthorid0000-0002-8072-031X
dc.language.isoen
dc.relation.ispartofEnvironmental Research Communications
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanı
dc.rightsinfo:eu-repo/semantics/openAccess
dc.rightsAttribution 4.0 International
dc.rights.urihttps://creativecommons.org/licenses/by/4.0/
dc.subjectClean Energy
dc.subjectEnergy Project
dc.subjectFuzzy Logic
dc.subjectService Design
dc.titleAn integrated expert recommender system approach to environmental service priorities in renewable energy
dc.typeArticle

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