Grey multi-criteria group consensus decision-making based on cobweb model

IF 3.2 3区 工程技术 Q1 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Grey Systems-Theory and Application Pub Date : 2024-06-18 DOI:10.1108/gs-08-2023-0079
Sandang Guo, Liuzhen Guan, Qian Li, Jing Jia
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Abstract

Purpose

Considering the bounded confidence of decision-makers (DMs), a new grey multi-criteria group consensus decision-making (GMCGCDM) model is established by using interval grey number (IGN), cobweb model, social network analysis (SNA) and consensus reaching process (CPR).

Design/methodology/approach

Firstly, the model analyzes the social relationship of DM under social networks and proposes a calculation method for DMs’ weights based on SNA. Secondly, the model defines a cobweb model to consider the preferences of decision-making alternatives in the decision-making process. The consensus degree is calculated by the area surrounded by the connections between each index value of DMs and the group. Then, the model coordinates the different opinions of various DMs to reduce the degree of bias of each DM and designs a consensus feedback mechanism based on bounded confidence to guide DMs to reach consensus.

Findings

The advantage of the proposed method is to highlight the practical application, taking the selection of low-carbon suppliers in the context of dual carbon as an example. Comparison analysis is performed to reveal the interpretability and applicability of the method.

Originality/value

The main contribution of this paper is to propose a new GMCGCDM model, which can not only expand the calculation method of DM’s weight and consensus degree but also reduce the time and cost of decision-making.

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基于蛛网模型的灰色多标准群体共识决策
目的考虑到决策者(DMs)的信心受限,利用灰色区间数(IGN)、蛛网模型、社会网络分析(SNA)和共识达成过程(CPR),建立了一种新的灰色多标准群体共识决策(GMCGCDM)模型。其次,模型定义了一个蛛网模型,以考虑决策过程中决策备选方案的偏好。共识度由 DM 与群体的各指标值之间的联系所包围的区域计算得出。研究结果该方法的优势在于突出了实际应用性,以双碳背景下的低碳供应商选择为例,通过对比分析揭示了低碳供应商选择过程中存在的偏差。本文的主要贡献在于提出了一种新的 GMCGCDM 模型,不仅拓展了 DM 权重和共识度的计算方法,而且降低了决策的时间成本。
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来源期刊
Grey Systems-Theory and Application
Grey Systems-Theory and Application MATHEMATICS, INTERDISCIPLINARY APPLICATIONS-
CiteScore
4.80
自引率
13.80%
发文量
22
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