基于GMSM算子的概率语言多属性决策方法

IF 1.8 3区 数学 Q1 MATHEMATICS AIMS Mathematics Pub Date : 2023-01-01 DOI:10.3934/math.2023594
Ya Qin, S. R. M. Hashim, J. Sulaiman
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引用次数: 0

摘要

概率语言项集(PLTS)是由所有可能的语言项及其相关概率组成的一种新的表达不确定决策信息的工具。它还增加了犹豫模糊语言项集(HFLTS)中LTs的对应概率。另一方面,聚合算子是一种重要的信息融合工具,麦克劳林对称平均算子(Maclaurin symmetric mean, MSM)在信息融合中提供了更大的灵活性和鲁棒性,使其更适合于解决具有独立属性的MADM问题。本研究结合PLTS算子和MSM算子的优点,提出了一种新的概率语言决策方法。首先,基于阿基米德t-范数(ATN)和阿基米德t-适形(ATC)重新定义了两个plts的操作;其次,在ATN和ATC的基础上提出了概率语言广义MSM算子(PLGMSM),研究了PLGMSM算子的一些性质,然后详细研究了参数取不同值和ATN生成器取不同函数时的一些特殊PLGMSM算子。第三,对加权概率语言广义MSM算子(WPLGMSM)进行了研究,分析了加权概率语言广义MSM算子的一些性质,并详细研究了参数取不同值和ATN生成器取不同函数时的一些特殊WPLGMSM算子。最后,在提出的聚合算子的基础上,设计了基于聚合的决策方法,并通过实例验证了该方法的有效性,并与现有决策方法进行了对比分析,说明了该方法的有效性和可行性。
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Probabilistic linguistic multi-attribute decision making approach based upon novel GMSM operators
Probabilistic linguistic terms set (PLTS), a new tool for expressing uncertain decision information, is composed of all possible linguistic terms (LTs) and their related probabilities. It also increases the corresponding probability of LTs in hesitant fuzzy linguistic term set (HFLTS). On the other hand, aggregation operator is an important information fusion tool, the Maclaurin symmetric mean (MSM) operator operator can provide more flexibility and robustness in information fusion, and make it more suitable for solving MADM problems with independent attributes. This current study adopts the merits of PLTS and MSM operator, and a novel probabilistic linguistic decision making approach are targeted. Firstly, the operations of two PLTSs are redefined based upon Archimedean t-norm (ATN) and Archimedean t-conorm (ATC); Secondly, the probabilistic linguistic generalized MSM operator (PLGMSM) is proposed based on ATN and ATC, some properties of PLGMSM are investigated, then some special PLGMSM operators have been studied in detail when the parameters take different values and the generator of ATN takes different functions. Thirdly, the weighted probabilistic linguistic generalized MSM operator (WPLGMSM) is studied along with some properties of PLGMSM, some special WPLGMSM operators have been also investigated in detail when the parameters take different values and the generator of ATN takes different functions. Finally, on the basis of proposed aggregation operators, the aggregated-based decision making approach is designed and an example is supplied to manifest the effectiveness of proposed approach, also, some comparison analyses with extant decision approaches are carried out to illustrate the validity and feasibility of the proposed approach.
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来源期刊
AIMS Mathematics
AIMS Mathematics Mathematics-General Mathematics
CiteScore
3.40
自引率
13.60%
发文量
769
审稿时长
90 days
期刊介绍: AIMS Mathematics is an international Open Access journal devoted to publishing peer-reviewed, high quality, original papers in all fields of mathematics. We publish the following article types: original research articles, reviews, editorials, letters, and conference reports.
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