A comprehensive MAGDM-based approach using EDAS and CRITIC as an auxiliary tool for quality evaluation of ceramic product modeling design

IF 1.7 4区 计算机科学 Q3 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE Journal of Intelligent & Fuzzy Systems Pub Date : 2023-10-31 DOI:10.3233/jifs-234605
Yashao Wang
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Abstract

Ceramic art has a long history of development in China and is an important component of the inheritance and development of traditional culture. The highly distinctive ceramic art expression content has been sought after by many international research enthusiasts and applied to product design, highlighting different social backgrounds and special cultural connotations of different eras, while also laying an important theoretical foundation for the inheritance and development of culture. The quality evaluation of ceramic product modeling design could be deemed as a classic multiple attribute group decision making (MAGDM) problem. Recently, the EDAS and CRITIC method has been used to cope with MAGDM issues. Spherical fuzzy sets (SFSs) can excavate the uncertainty and fuzziness in MAGDM more effectively and deeply. In this article, on basis of evaluation based on distance from average solution (EDAS), a novel spherical fuzzy number EDAS (SFN-EDAS) method based on Hamming distance and Euclid distance is built for dealing with MAGDM. Moreover, when the attribute weights are completely unknown, the CRITIC method is extended to SFSs to acquire the attribute weights. Finally, SFN-EDAS method is used for quality evaluation of ceramic product modeling design to prove practicability of the developed method and compare SFN-EDAS method with existing methods to further demonstrate its superiority.
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一种基于magdm的综合方法,使用EDAS和CRITIC作为陶瓷产品建模设计质量评估的辅助工具
陶瓷艺术在中国有着悠久的发展历史,是继承和发展传统文化的重要组成部分。极具特色的陶瓷艺术表现内容受到众多国际研究爱好者的追捧并应用于产品设计中,凸显了不同时代的不同社会背景和特殊文化内涵,同时也为文化的传承与发展奠定了重要的理论基础。陶瓷产品造型设计的质量评价是一个典型的多属性群决策问题。近年来,EDAS和CRITIC方法被用于处理MAGDM问题。球面模糊集(SFSs)可以更有效、更深入地挖掘MAGDM中的不确定性和模糊性。本文在基于离平均解距离(EDAS)评价的基础上,建立了一种基于Hamming距离和Euclid距离的球面模糊数EDAS (SFN-EDAS)方法来处理MAGDM。此外,在属性权值完全未知的情况下,将CRITIC方法扩展到SFSs中获取属性权值。最后,将SFN-EDAS方法应用于陶瓷产品建模设计的质量评价,验证了该方法的实用性,并将SFN-EDAS方法与现有方法进行了比较,进一步证明了其优越性。
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来源期刊
Journal of Intelligent & Fuzzy Systems
Journal of Intelligent & Fuzzy Systems 工程技术-计算机:人工智能
CiteScore
3.40
自引率
10.00%
发文量
965
审稿时长
5.1 months
期刊介绍: The purpose of the Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology is to foster advancements of knowledge and help disseminate results concerning recent applications and case studies in the areas of fuzzy logic, intelligent systems, and web-based applications among working professionals and professionals in education and research, covering a broad cross-section of technical disciplines.
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