ELECTRE TRI-C with Hesitant Fuzzy Sets and Interval Type 2 Trapezoidal Fuzzy Numbers Using Stochastic Parameters: Application to a Brazilian Electrical Power Company Problem

IF 3.6 3区 计算机科学 Q2 AUTOMATION & CONTROL SYSTEMS International Journal of Fuzzy Systems Pub Date : 2024-06-27 DOI:10.1007/s40815-024-01775-3
Javier Pereira, Elaine C. B. de Oliveira, Danielle C. Morais, Ana Paula C. S. Costa, Luciana H. Alencar
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Abstract

ELECTRE TRI-C is a method for sorting problems with imprecise evaluations and stable criteria weights, typically for a single decision-maker. While some extensions have addressed uncertain criteria weights and outranking functions using hesitant fuzzy sets (HFS) and interval type 2 trapezoidal fuzzy numbers (IT2TrfN), there is a gap in handling situations where multiple decision-makers provide uncertain information. This paper presents an extension of the ELECTRE TRI-C method incorporating a stochastic framework to model HFS and IT2TrfN, thereby accommodating subjective judgments from multiple decision-makers. The extended method was validated by sorting 49 projects based on their criticality in a Brazilian electrical power company, involving three decision-makers. The application shows strong correlations in project rankings among decision-makers, but with some exceptions. However, significant variations in acceptability ratings for sorting among decision-makers lead to notable error dispersion, highlighting differences between ranking and sorting outcomes. The key contributions of our approach are as follows: (1) Integration of subjective judgments from multiple decision-makers using IT2TrFN and Monte Carlo Simulation for constructing outranking functions; (2) Aggregation of preferences from multiple decision-makers using HFS; (3) Stochastic processing of both quantitative and qualitative criteria; (4) Integration of linear equations to represent weight constraints; and (5) Introduction of a novel visualization method for comprehensive analysis of stochastic results, enhancing robustness analysis. The proposal’s advantages over alternative methods are also highlighted.

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ELECTRE TRI-C 与使用随机参数的犹豫模糊集和区间 2 型梯形模糊数:在巴西电力公司问题中的应用
ELECTRE TRI-C 是一种对评价不精确、标准权重稳定的问题进行排序的方法,通常适用于单一决策者。虽然一些扩展方法利用犹豫模糊集(HFS)和区间 2 型梯形模糊数(IT2TrfN)解决了不确定的标准权重和排名函数问题,但在处理多个决策者提供不确定信息的情况方面还存在差距。本文对 ELECTRE TRI-C 方法进行了扩展,将随机框架纳入 HFS 和 IT2TrfN 模型,从而适应了多个决策者的主观判断。通过对巴西一家电力公司的 49 个项目根据其关键性进行排序,对扩展方法进行了验证,其中涉及三个决策者。应用结果表明,决策者之间的项目排序具有很强的相关性,但也有一些例外情况。然而,决策者之间对排序的可接受性评级存在很大差异,导致误差明显分散,突出了排序和排序结果之间的差异。我们的方法的主要贡献如下:(1) 使用 IT2TrFN 和蒙特卡洛模拟法整合多个决策者的主观判断,以构建排名靠后的函数;(2) 使用 HFS 聚合多个决策者的偏好;(3) 随机处理定量和定性标准;(4) 整合线性方程以表示权重约束;以及 (5) 引入新颖的可视化方法以综合分析随机结果,从而增强稳健性分析。此外,还强调了该建议相对于其他方法的优势。
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来源期刊
International Journal of Fuzzy Systems
International Journal of Fuzzy Systems 工程技术-计算机:人工智能
CiteScore
7.80
自引率
9.30%
发文量
188
审稿时长
16 months
期刊介绍: The International Journal of Fuzzy Systems (IJFS) is an official journal of Taiwan Fuzzy Systems Association (TFSA) and is published semi-quarterly. IJFS will consider high quality papers that deal with the theory, design, and application of fuzzy systems, soft computing systems, grey systems, and extension theory systems ranging from hardware to software. Survey and expository submissions are also welcome.
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