摘要
勾股模糊集拓展了直觉模糊集的信息表征内容,具有体现更大信息空间的优势,构建勾股模糊集的距离测度是实施勾股模糊型决策的核心环节。本文首先分析了现有4种勾股模糊集距离测度的缺陷,构建了融合隶属度、非隶属度、犹豫度和自信度的勾股模糊集空间信息表征模型,进而提出了基于勾股模糊集空间质心的距离测度。其次,拓展了距离测度的具体特性,比较了所提距离测度模型在体现犹豫度和解决反直觉情形方面的优势。最后,模式识别和医疗诊断等应用研究证明了所提距离测度的准确性和优越性。
Pythagorean fuzzy set expands the information representation content of intuitionistic fuzzy sets and has the advantage of reflecting larger information space.Constructing the distance measure of Pythagorean fuzzy sets is the core link of implementing Pythagorean fuzzy decision-making.Firstly,this paper deeply analyzes the defects of the existing four distance measures of Pythagorean fuzzy sets,establishes a spatial information representation model of Pythagorean fuzzy sets integrating the membership degree and nonmembership degree,hesitation degree and strength of commitment,and then puts forward a novel distance measure based on the spatial centroid of Pythagorean fuzzy sets.Secondly,the specific properties of the proposed distance measure are extended,and the advantages of this distance measure model in reflecting hesitation and solving counterintuitive situations are proven and compared.Finally,the application research of pattern recognition and medical diagnosis verifies the accuracy and superiority of this distance measure between Pythagorean fuzzy sets.
作者
王嘉丽
江文奇
陶希闻
WANG Jiali;JIANG Wenqi;TAO Xiwen(School of Economics and Management,Nanjing University of Science and Technology,Nanjing 210094,China)
出处
《系统工程与电子技术》
EI
CSCD
北大核心
2023年第11期3524-3531,共8页
Systems Engineering and Electronics
基金
国家自然科学基金(71971117)
教育部人文社科基金(17YJA630035)
江苏省研究生科研与实践创新计划(KYCX22_0499)资助课题。
关键词
勾股模糊集
距离测度
空间质心
自信度
Pythagorean fuzzy sets
distance measure
space centroid
strength of commitment