Managing minority opinions in micro-grid planning by a social network analysis-based large scale group decision making method with hesitant fuzzy linguistic information

Managing minority opinions in micro-grid planning by a social network analysis-based large scale group decision making method with hesitant fuzzy linguistic information
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基于社会网络分析的犹豫模糊语言信息大规模群体决策方法管理微电网规划中的少数意见

DOI:
10.1016/j.knosys.2019.105060
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发表时间:
2020-02
影响因子:
8.8
通讯作者:
Liao Huchang
Liao Huchang
中科院分区:
计算机科学1区
文献类型:
--
作者:
Ren Ruxue;Tang Ming;Liao Huchang

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全球电力需求的增长对配电网提出了更高的要求。大规模电力系统的高成本和可再生能源的呼声促使了微电网的诞生,微电网对大规模电力系统的发电起到了补充作用。微电网规划建设复杂,需要考虑多个利益相关方的意见进行综合评价。此外,社会大数据技术的发展,如电子市场和电子民主,使专家之间的社会关系。本研究旨在发展一个共识模型,以管理少数意见的大规模群体决策与社会网络分析的微电网规划。针对复杂微电网规划问题的模糊性和不确定性,提出专家使用模糊模糊语言集表达意见。提出了一种基于社会网络分析的聚类方法对专家进行分类。此外,在大规模群体决策问题中,应充分考虑专家的意见,特别是少数人的意见。该模型考虑了微电网规划问题中的少数意见,并提供了一种管理这些意见的方法。最后,以西藏阿里地区微电网规划决策为例,验证了该模型的有效性和实用性。
The growth of global electricity demand has put forward higher requirements for power distribution networks. The high cost of the large-scale power system and the voice for the use of renewable energy impel the birth of the micro-grid which plays a complementary role in the power generation of large-scale power system. The construction of micro-grid planning is complex and many stakeholders’ opinions should be considered for a comprehensive evaluation. Furthermore, the development of social big data techniques, such as e-marketplace and e-democracy, makes experts have social relationships among them. This study aims to develop a consensus model to manage minority opinions for large-scale group decision making with social network analysis for micro-grid planning. To deal with the vague and uncertain features in complex micro-grid planning problems, experts are supposed to use hesitant fuzzy linguistic term sets to express their opinions. A social network analysis-based clustering method is introduced to classify experts. Besides, in a large-scale group decision making problem, the opinions of experts should be fully considered, especially the minority opinions. This model considers the minority opinions in a micro-grid planning problem and provides an approach to manage these opinions. Finally, we use an illustrative example concerning the micro-grid planning decision making in Ali district in Tibet to demonstrate the effectiveness and practicability of the proposed model.
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