1.中国人民解放军某部,北京 100000
2.中国人民解放军32801部队,北京 100082
3.中国人民解放军92941部队,辽宁葫芦岛 125001
[ "于淼 女,1980年生,北京人.中国人民解放军某部工程师.主要研究方向为信息与通信工程. E-mail: moppetnizi@163.com" ]
[ "孙贵东 男,1989年生,山东荣成人.中国人民解放军32801部队助理研究员.主要研究方向为复杂电磁环境、信息融合与智能决策. E-mail: sdwhsgd@163.com" ]
[ "李双明 男,1986年生,山东梁山人.中国人民解放军92941部队工程师.主要研究方向为智能识别、不确定信息处理.E-mail: aminglishuang@126.com" ]
收稿:2022-08-09,
修回:2022-10-09,
纸质出版:2024-01-25
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于淼,孙贵东,李双明.犹豫模糊距离测度分析及其在决策层融合识别中的应用[J].电子学报,2024,52(01):181-192.
YU Miao, SUN Gui-dong, LI Shuang-ming.Distance Analysis of Hesitant Fuzzy Set and Its Application in Fusion Recognition on Decision Making Level[J].Acta Electronica Sinica, 2024, 52(01): 181-192.
于淼,孙贵东,李双明.犹豫模糊距离测度分析及其在决策层融合识别中的应用[J].电子学报,2024,52(01):181-192. DOI:10.12263/DZXB.20220938
YU Miao, SUN Gui-dong, LI Shuang-ming.Distance Analysis of Hesitant Fuzzy Set and Its Application in Fusion Recognition on Decision Making Level[J].Acta Electronica Sinica, 2024, 52(01): 181-192. DOI:10.12263/DZXB.20220938
现有的犹豫模糊距离测度大多数受犹豫模糊数隶属度个数延拓补值和顺序重排条件的限制,在一定条件下导致度量结果不准确.为此,本文提出基于距离矩阵的犹豫模糊距离测度,分析了现有犹豫模糊比较法则的局限性,定义了新的全序比较法则;提出了距离矩阵概念,合理解释了现有犹豫模糊距离测度的不足.结合犹豫模糊新比较法则、新提出的特征距离、前景理论和集成算子,形成了CDPA(Comparison,Distance,Prospect,Aggregation)识别决策新方法,并应用于决策层融合识别解决目标威胁判定问题.结果表明,该距离测度能够解决延拓补值和顺序重排的问题,识别准确.
Most of the existing distance measures for the HFS (Hesitant Fuzzy Set) and its extensions either require the length of the membership in the HFEs (Hesitant Fuzzy Elements) to be equal or need to rearrange the order
which result in error and information loss under certain circumstances. In order to solve these problems
we propose a distance measure of HFS based on distance matrix. The limitations of the existing hesitant fuzzy comparison rules are analyzed
and a new total order comparison rule is defined. The proposed distance can reasonably explain the shortcomings of the existing hesitant fuzzy distance measures. Furthermore
we explore a CDPA (Comparison
Distance
Prospect
Aggregation) method by using a new comparison law
the proposed characteristic distance measure
prospect theory notion and aggregation operators. Finally
we apply the CDPA method to the decision making level target recognition and solve a target threat judgment problem. The results show that the proposed method can liberate the length and order to obtain correct recognition.
TORRA V , NARUKAWA Y . On hesitant fuzzy sets and decision [C]// 2009 IEEE International Conference on Fuzzy Systems . Piscataway : IEEE , 2009 : 1378 - 1382 .
徐俊艳 , 孙贵东 , 赵静 . 新的犹豫模糊集相关系数及多属性决策应用 [J]. 电子学报 , 2018 , 46 ( 6 ): 1327 - 1335 .
XU J Y , SUN G D , ZHAO J . Novel correlation coefficients between hesitant fuzzy sets and their applications in multi-attribute decision making [J]. Acta Electronica Sinica , 2018 , 46 ( 6 ): 1327 - 1335 . (in Chinese)
李双明 , 关欣 , 孙贵东 . 基于犹豫模糊集的不等长序列识别方法及应用 [J]. 通信学报 , 2021 , 42 ( 7 ): 41 - 51 .
LI S M , GUAN X , SUN G D . Recognition method based on hesitant fuzzy set for unequal length sequences and its application [J]. Journal on Communications , 2021 , 42 ( 7 ): 41 - 51 . (in Chinese)
LIAO H C , GOU X J , XU Z S , et al . Hesitancy degree-based correlation measures for hesitant fuzzy linguistic term sets and their applications in multiple criteria decision making [J]. Information Sciences , 2020 , 508 : 275 - 292 .
XU Z S , XIA M M . Distance and similarity measures for hesitant fuzzy sets [J]. Information Sciences , 2011 , 181 ( 11 ): 2128 - 2138 .
XU Z S , XIA M M . On distance and correlation measures of hesitant fuzzy information [J]. International Journal of Intelligent Systems , 2011 , 26 ( 5 ): 410 - 425 .
WU S S , LIN J , ZHANG Z Y . New distance measures of hesitant fuzzy linguistic term sets [J]. Physica Scripta , 2021 , 96 ( 1 ): 015002 .
ALI J , BASHIR Z , RASHID T . On distance measure and TOPSIS model for probabilistic interval-valued hesitant fuzzy sets: Application to healthcare facilities in public hospitals [J]. Grey Systems: Theory and Application , 2022 , 12 ( 1 ): 197 - 229 .
ZHANG H M . Distance and entropy measures for dual hesitant fuzzy sets [J]. Computational and Applied Mathematics , 2020 , 39 ( 2 ): 91 .
WEI Y X , WANG Q H . New distances for dual hesitant fuzzy sets and their application in clustering algorithm [J]. Journal of Intelligent & Fuzzy Systems , 2021 , 41 ( 6 ): 6221 - 6232 .
FARHADINIA B , XU Z S . Distance and aggregation-based methodologies for hesitant fuzzy decision making [J]. Cognitive Computation , 2017 , 9 ( 1 ): 81 - 94 .
LIU Y , LIU J , HONG Z Y . A multiple attribute decision making approach based on new similarity measures of interval-valued hesitant fuzzy sets [J]. International Journal of Computational Intelligence Systems , 2018 , 11 ( 1 ): 15 - 32 .
REZAEI K , REZAEI H . New distance and similarity measures for hesitant fuzzy sets and their application in hierarchical clustering [J]. Journal of Intelligent & Fuzzy Systems , 2020 , 39 ( 3 ): 4349 - 4360 .
LIU D H , CHEN X H , PENG D . Distance measures for hesitant fuzzy linguistic sets and their applications in multiple criteria decision making [J]. International Journal of Fuzzy Systems , 2018 , 20 ( 7 ): 2111 - 2121 .
SINGHA B , SEN M , SINHA N . Modified distance measure on hesitant fuzzy sets and its application in multi-criteria decision making problem [J]. OPSEARCH , 2020 , 57 ( 2 ): 584 - 602 .
CHEN X , SUO C F , LI Y M . Distance measures on intuitionistic hesitant fuzzy set and its application in decision-making [J]. Computational and Applied Mathematics , 2021 , 40 ( 3 ): 84 .
FARHADINIA B , XU Z S . A novel distance-based multiple attribute decision-making with hesitant fuzzy sets [J]. Soft Computing , 2020 , 24 ( 7 ): 5005 - 5017 .
YANG M S , HUSSAIN Z . Distance and similarity measures of hesitant fuzzy sets based on Hausdorff metric with applications to multi-criteria decision making and clustering [J]. Soft Computing , 2019 , 23 ( 14 ): 5835 - 5848 .
ZHAO N , XU Z S , REN Z L . Some approaches to constructing distance measures for hesitant fuzzy linguistic term sets with applications in decision-making [J]. International Journal of Information Technology & Decision Making , 2018 , 17 ( 1 ): 103 - 132 .
REN Z L , XU Z S , WANG H . Dual hesitant fuzzy VIKOR method for multi-criteria group decision making based on fuzzy measure and new comparison method [J]. Information Sciences , 2017 , 388/389 : 1 - 16 .
HU J H , YANG Y , ZHANG X L , et al . Similarity and entropy measures for hesitant fuzzy sets [J]. International Transactions in Operational Research , 2018 , 25 ( 3 ): 857 - 886 .
ZHANG F W , CHEN S Y , LI J B , et al . New distance measures on hesitant fuzzy sets based on the cardinality theory and their application in pattern recognition [J]. Soft Computing , 2018 , 22 ( 4 ): 1237 - 1245 .
ZHANG H Y , YANG S Y . Inclusion measure for typical hesitant fuzzy sets, the relative similarity measure and fuzzy entropy [J]. Soft Computing , 2016 , 20 ( 4 ): 1277 - 1287 .
FARHADINIA B , HERRERA-VIEDMA E . Sorting of decision-making methods based on their outcomes using dominance-vector hesitant fuzzy-based distance [J]. Soft Computing , 2019 , 23 ( 4 ): 1109 - 1121 .
MENG F Y , CHEN X H . A hesitant fuzzy linguistic multi-granularity decision making model based on distance measures [J]. Journal of Intelligent & Fuzzy Systems , 2015 , 28 ( 4 ): 1519 - 1531 .
WANG J , WANG J Q , ZHANG H Y , et al . Distance-based multi-criteria group decision-making approaches with multi-hesitant fuzzy linguistic information [J]. International Journal of Information Technology & Decision Making , 2017 , 16 ( 4 ): 1069 - 1099 .
ZHOU H , WANG J Q , ZHANG H Y . Multi-criteria decision-making approaches based on distance measures for linguistic hesitant fuzzy sets [J]. Journal of the Operational Research Society , 2018 , 69 ( 5 ): 661 - 675 .
PENG D H , WANG T D , GAO C Y , et al . Enhancing relative ratio method for MCDM via attitudinal distance measures of interval-valued hesitant fuzzy sets [J]. International Journal of Machine Learning and Cybernetics , 2017 , 8 ( 4 ): 1347 - 1368 .
ZHANG F W , LI J B , CHEN J H , et al . Hesitant distance set on hesitant fuzzy sets and its application in urban road traffic state identification [J]. Engineering Applications of Artificial Intelligence , 2017 , 61 : 57 - 64 .
CHEN J J , HUANG X J , TANG J . Distance measures for higher order dual hesitant fuzzy sets [J]. Computational and Applied Mathematics , 2018 , 37 ( 2 ): 1784 - 1806 .
XIA M M , XU Z S . Hesitant fuzzy information aggregation in decision making [J]. International Journal of Approximate Reasoning , 2011 , 52 ( 3 ): 395 - 407 .
CHEN N , XU Z S , XIA M M . The ELECTRE I multi-criteria decision-making method based on hesitant fuzzy sets [J]. International Journal of Information Technology & Decision Making , 2015 , 14 ( 3 ): 621 - 657 .
ZHANG X L , XU Z S . The TODIM analysis approach based on novel measured functions under hesitant fuzzy environment [J]. Knowledge-Based Systems , 2014 , 61 : 48 - 58 .
CHEN N , XU Z S , XIA M M . Correlation coefficients of hesitant fuzzy sets and their applications to clustering analysis [J]. Applied Mathematical Modelling , 2013 , 37 ( 4 ): 2197 - 2211 .
LIU H B , RODRÍGUEZ R M . A fuzzy envelope for hesitant fuzzy linguistic term set and its application to multicriteria decision making [J]. Information Sciences , 2014 , 258 : 220 - 238 .
KOBZA V , JANIŠ V , MONTES S . Divergence measures on hesitant fuzzy sets [J]. Journal of Intelligent & Fuzzy Systems , 2017 , 33 ( 3 ): 1589 - 1601 .
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