An Algorithm of Maximum Entropy Fuzzy Clustering Based on Improved Particle Swarm Optimization

被引:0
|
作者
Su, Rijian [1 ,2 ]
Kong, Li [1 ]
Cheng, Jingjing [1 ]
Song, Shengli [2 ]
机构
[1] Huazhong Univ Sci & Technol, Dept Control Sci & Engn, Wuhan, Peoples R China
[2] Zhengzhou Univ Light Ind, Sch Comp & Commun Engn, Zhengzhou, Peoples R China
基金
国家高技术研究发展计划(863计划);
关键词
Information Sets Patition; Entropy; Improvement Swarm Optimization; Membershipfunction;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
for more clear understanding of the measurand, enough information must be obtained in a limited time and space. an improved particle swarm optimization (IPSO) is proposed, and the attempt to use an IPSO algorithm for fuzzy clustering to achieve the partition information sets. In the process of partition, the concept of Shannon entropy is introduced. The information set is divided into subsets according to measurement information entropy and the constituted objective function, and its essence is the use of different sensors to obtain a greater amount of information. The method is applied to logging data set partition.
引用
收藏
页码:157 / 160
页数:4
相关论文
共 50 条
  • [41] Fuzzy entropy image segmentation based on particle swarm optimization
    Linyi Li a
    Progress in Natural Science, 2008, (09) : 1167 - 1171
  • [42] Fuzzy Clustering with Improved Swarm Optimization and Genetic Algorithm: Hybrid Approach
    Naik, Bighnaraj
    Mahapatra, Sarita
    Nayak, Janmenjoy
    Behera, H. S.
    COMPUTATIONAL INTELLIGENCE IN DATA MINING, CIDM 2016, 2017, 556 : 237 - 247
  • [43] Fault Diagnosis Based on Particle Swarm Fuzzy Clustering Algorithm
    Wang Zhixiao
    Niu Qiang
    ADVANCED RESEARCH ON MECHANICAL ENGINEERING, INDUSTRY AND MANUFACTURING ENGINEERING, PTS 1 AND 2, 2011, 63-64 : 111 - 114
  • [44] Fuzzy clustering image segmentation based on particle swarm optimization
    Feng, Zhanshen
    Zhang, Boping
    Telkomnika (Telecommunication Computing Electronics and Control), 2015, 13 (01) : 128 - 136
  • [45] Subtractive clustering and particle swarm optimization based fuzzy classifier
    Salah H.
    Nemissi M.
    Seridi H.
    Akdag H.
    International Journal of Fuzzy System Applications, 2019, 8 (03): : 108 - 122
  • [46] Improved Adaptive Particle Swarm Optimization for Optimization Functions and Clustering Fuzzy Modeling System
    Houcine, Lassad
    Bouzbida, Mohamed
    Chaari, Abdelkader
    INTERNATIONAL JOURNAL OF UNCERTAINTY FUZZINESS AND KNOWLEDGE-BASED SYSTEMS, 2018, 26 (05) : 717 - 739
  • [47] Fuzzy Particle Swarm Optimization Algorithm
    Tian, Dong-ping
    Li, Nai-qian
    FIRST IITA INTERNATIONAL JOINT CONFERENCE ON ARTIFICIAL INTELLIGENCE, PROCEEDINGS, 2009, : 263 - 267
  • [48] Improved Particle Swarm Optimization Based on Genetic Algorithm
    Dou, Chunhong
    Lin, Jinshan
    SOFTWARE ENGINEERING AND KNOWLEDGE ENGINEERING: THEORY AND PRACTICE, VOL 2, 2012, 115 : 149 - 153
  • [49] Improved VRP based on particle swarm optimization algorithm
    Chen, Zixia
    Xuan, Youshi
    DCABES 2006 PROCEEDINGS, VOLS 1 AND 2, 2006, : 436 - 439
  • [50] Image Segmentation of Thermal Waving Inspection based on Particle Swarm Optimization Fuzzy Clustering Algorithm
    Jin Guofeng
    Zhang Wei
    Yang Zhengwei
    Huang Zhiyong
    Song Yuanjia
    Wang Dongdong
    Tian Gan
    MEASUREMENT SCIENCE REVIEW, 2012, 12 (06): : 296 - 301