Analysis of market environment for smart grid technology investments via facial action coding system-enhanced hybrid decision-making model

S. Yuksel, H. Di̇nçer, A. Mikhaylov
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Abstract

Purpose This paper aims to market analysis on the base many factors. Market analysis must be done correctly to increase the efficiency of smart grid technologies. On the other hand, it is not very possible for the company to make improvements for too many factors. The main reason for this is that businesses have constraints both financially and in terms of manpower. Therefore, a priority analysis is needed in which the most important factors affecting the effectiveness of the market analysis will be determined. Design/methodology/approach In this context, a new fuzzy decision-making model is generated. In this hybrid model, there are mainly two different parts. First, the indicators are weighted with quantum spherical fuzzy multi SWARA (M-SWARA) methodology. On the other side, smart grid technology investment projects are examined by quantum spherical fuzzy ELECTRE. Additionally, facial expressions of the experts are also considered in this process. Findings The main contribution of the study is that a new methodology with the name of M-SWARA is generated by making improvements to the classical SWARA. The findings indicate that data-driven decisions play the most critical role in the effectiveness of market environment analysis for smart technology investments. To achieve success in this process, large-scale data sets need to be collected and analyzed. In this context, if the technology is strong, this process can be sustained quickly and effectively. Originality/value It is also identified that personalized energy schedule with smart meters is the most essential smart grid technology investment alternative. Smart meters provide data on energy consumption in real time.
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通过面部动作编码系统增强型混合决策模型分析智能电网技术投资的市场环境
本文旨在基于多种因素进行市场分析。要提高智能电网技术的效率,必须正确进行市场分析。另一方面,公司不太可能对太多因素进行改进。主要原因是企业在资金和人力方面都有限制。因此,需要进行重点分析,确定影响市场分析效果的最重要因素。在这个混合模型中,主要有两个不同的部分。首先,采用量子球模糊多元 SWARA(M-SWARA)方法对指标进行加权。另一方面,通过量子球形模糊 ELECTRE 对智能电网技术投资项目进行审查。此外,在这一过程中还考虑了专家的面部表情。 研究结果这项研究的主要贡献在于,通过对经典 SWARA 进行改进,产生了一种名为 M-SWARA 的新方法。研究结果表明,数据驱动型决策在智能技术投资市场环境分析的有效性方面发挥着最关键的作用。要在这一过程中取得成功,需要收集和分析大规模数据集。在这种情况下,如果技术强大,这一过程就能快速有效地持续进行。原创性/价值还发现,使用智能电表的个性化能源计划是最基本的智能电网技术投资选择。智能电表可实时提供能源消耗数据。
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来源期刊
CiteScore
6.30
自引率
10.30%
发文量
32
期刊介绍: The International Journal of Innovation Science publishes fundamental and applied research in innovation practices. As the official journal of the International Association of Innovation Professionals (IAOIP), the journal is a forum for the exchange of advanced knowledge in innovation, including emerging technologies and best practices, tools and techniques, metrics, and organization design and culture; as well as the stakeholder engagement, change management, and leadership skills required to ensure innovation succeeds. Areas of Coverage: -Innovation processes, methods, techniques- Individual''s role in Innovation- Improvements in HR, marketing, finance, or other disciplines that enable innovation- Innovation practices in specific industries or countries- Innovation centers, incubators, labs...- Regional or national economic development/policies related to innovation- Innovation competency, skills- Innovation conventions, competitions, or training- Innovation for entrepreneurs-Regional impacts on innovation- Growing innovationthrough university programs- Attracting innovative companies and entrepreneurs
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