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Article type: Research Article
Authors: Cai, Mingqiana | Zhou, Liganga; b; * | Chen, Mingxiana | Chen, Huayouc
Affiliations: [a] School of Mathematical Sciences, Anhui University, Hefei, Anhui, China | [b] Anhui University Center for Applied Mathematics, Anhui University, Hefei, China | [c] The Stony Brook Institute, Anhui University, Hefei, Anhui, China
Correspondence: [*] Corresponding author. Ligang Zhou. E-mail: lgzhou@ahu.edu.cn.
Abstract: Linguistic q-rung orthpair fuzzy sets (Lq-ROFSs) can facilitate describing the uncertainty and the vagueness information existing in the real world. Based on the advantages of Lq-ROFSs, this paper innovatively puts forward a new method to solve the multi-attribute group decision-making (MAGDM) problems when the attribute weight is completely unknown, and proves the feasibility and effectiveness of this method through illustrative examples. Firstly, we propose the linguistic q-rung orthopair fuzzy generalized power average (Lq-ROFGPA) operator, which considers not only the importance of the data itself, but also the interaction between the data, and prove its properties. In particular, the linguistic q-rung orthopair fuzzy weighted generalized power average (Lq-ROFWGPA) operator takes into account the weight between data, which can better aggregate evaluation information. Then, we introduce decision making trial and evaluation laboratory (DEMATEL) method of the linguistic q-rung orthpair fuzzy numbers (Lq-ROFNs) to analyze the causal relationship and key elements of complex systems. Based on DEMATEL method, we further develop a weight model to calculate the attribute weights, which can make up for the deficiency which is the influence of the interaction between attributes that the existing weight determination method for Lq-ROFNs does not consider. Finally, we present a new MAGDM method based on the Lq-ROFWGPA operator and DEMATEL method. Further, several practical examples are given to illustrate the effectiveness and superiority of this new method in comparison with other existing MAGDM methods.
Keywords: Multiple-attribute group decision-making, linguistic q-rung orthopair fuzzy numbers, generalized power average operator, DEMATEL
DOI: 10.3233/JIFS-230712
Journal: Journal of Intelligent & Fuzzy Systems, vol. 46, no. 1, pp. 639-658, 2024
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