(2005-5916) A novel defuzzification approach of Type-2 fuzzy variable to solving matrix games: An application to plastic ban problem

IF 1.9 4区 数学 Q1 MATHEMATICS Iranian Journal of Fuzzy Systems Pub Date : 2021-05-05 DOI:10.22111/IJFS.2021.6143
M. R. Seikh, S. Karmakar, O. Castillo
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引用次数: 13

Abstract

The novelty of the type-2 fuzzy variable (T2FV) is its fuzzy secondary possibility distribution. Here, we aim to formulate a new defuzzification model of triangular type-2 fuzzy variables (TT2FVs) based on type reduction. We also show its superiority compared to other existing models by providing some numerical examples. Later, we develop a matrix game problem in the type-2 fuzzy environment to show the applicability of the proposed defuzzification method in a real-world situation. Based on this defuzzification method, two crisp linear programming models are derived, which are subsequently solved by the simplex method using LINGO 17.0 software.  Also, the expected pay-off for the maximizing player is calculated as TT2FV, which is desirable. Finally, to show the validity and applicability, the proposed methodology is illustrated with the plastic ban problem.
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一种求解矩阵对策的新型2型模糊变量解模糊化方法:在塑料禁令问题中的应用
2型模糊变量(T2FV)的新颖性在于它的模糊二次可能性分布。在此,我们旨在建立一个基于类型约简的三角形2型模糊变量(TT2FVs)的去模糊化模型。并通过数值算例说明了该模型相对于其他现有模型的优越性。随后,我们开发了一个2型模糊环境下的矩阵博弈问题,以证明所提出的去模糊化方法在现实世界中的适用性。基于这种去模糊化方法,推导了两个清晰的线性规划模型,并利用LINGO 17.0软件采用单纯形法求解。此外,最大化玩家的预期回报计算为TT2FV,这是可取的。最后,以塑料禁令问题为例说明了所提出方法的有效性和适用性。
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来源期刊
CiteScore
3.50
自引率
16.70%
发文量
0
期刊介绍: The two-monthly Iranian Journal of Fuzzy Systems (IJFS) aims to provide an international forum for refereed original research works in the theory and applications of fuzzy sets and systems in the areas of foundations, pure mathematics, artificial intelligence, control, robotics, data analysis, data mining, decision making, finance and management, information systems, operations research, pattern recognition and image processing, soft computing and uncertainty modeling. Manuscripts submitted to the IJFS must be original unpublished work and should not be in consideration for publication elsewhere.
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