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

Serhat Yüksel, H. Di̇nçer, Umit Hacioglu, J. An, A. Mikhaylov, Z. Karpyn
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Abstract

The purpose of this study is to analyze the investment success of renewable energy service 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.
可再生能源环境服务优先级的综合专家推荐系统方法
本研究旨在分析可再生能源服务设计的投资成功率。为此,我们建立了一个新颖的模型。在第一阶段,考虑采用协同过滤方法来完成缺失评估。然后,使用基于 QUSFSs 的 M-SWARA 黄金分割法计算这些因素的权重。最后,采用 TOPSIS 方法对服务设计的各个组成部分进行排序。本文的主要贡献在于,通过对 SWARA 进行改进,本研究创建了一种新方法(M-SWARA)。在这一新模型的帮助下,还可以考察指标之间的因果关系。同样,协同过滤方法也可用于完成缺失评估。在这一过程中,决策者可以将他们想要的问题留空。这种情况被认为是所提出的模型与之前许多文献中的模型相比所具有的优越性。研究结果表明,成本是影响可再生能源投资成功与否的最重要因素,因为它的权重最高(0.261)。排序结果还表明,产品是可再生能源投资服务设计中最重要的组成部分。因此,解决高成本问题对增加这些投资至关重要。首先,可再生能源企业可以通过更有效的财务管理来降低成本。要有效开展这项工作,需要一个由合格人员组成的财务部门。有了这个团队,就能更好地跟踪金融市场的当前形势,从而在降低成本方面发挥重要作用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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