Research on Clustering Algorithm of Hyperspectral Images Based on Fuzzy Kernel P System

被引:0
|
作者
Qiu, Shi [1 ]
Zhang, Geng [1 ]
Zhang, Miao [1 ]
机构
[1] Chinese Acad Sci, Xian Inst Opt & Precis Mech, Key Lab Spectral Imaging Technol CAS, Xian 710119, Peoples R China
来源
2022 IEEE/WIC/ACM INTERNATIONAL JOINT CONFERENCE ON WEB INTELLIGENCE AND INTELLIGENT AGENT TECHNOLOGY, WI-IAT | 2022年
关键词
fuzzy; kernel; organization P system; parallel computing; clustering;
D O I
10.1109/WI-IAT55865.2022.00116
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
According to the difficulty of spectral image clustering, an image clustering algorithm is proposed based on fuzzy kernel P system. Through the analysis of fuzzy clustering and kernel clustering, the fuzzy kernel system is built to optimize the organizational P system, and all cells are coordinated to calculate the optimal clustering center in the mapping space to achieve parallel computing. It can reduce the sensitivity of the initial clustering center, improve the global search ability of the algorithm, avoid falling into the local minimum, and improve the clustering performance of the algorithm.
引用
收藏
页码:731 / 737
页数:7
相关论文
共 50 条
  • [1] A kernel-based fuzzy clustering algorithm
    Wang, Jiun-Hau
    Lee, Wan-Jui
    Lee, Shie-Jue
    ICICIC 2006: FIRST INTERNATIONAL CONFERENCE ON INNOVATIVE COMPUTING, INFORMATION AND CONTROL, VOL 1, PROCEEDINGS, 2006, : 550 - +
  • [2] Kernel method-based fuzzy clustering algorithm
    Wu Zhongdong 1
    2. College of Information Engineering
    JournalofSystemsEngineeringandElectronics, 2005, (01) : 160 - 166
  • [3] Multiple Kernel Based Collaborative Fuzzy Clustering Algorithm
    Trong Hop Dang
    Long Thanh Ngo
    Pedrycz, Wiltold
    INTELLIGENT INFORMATION AND DATABASE SYSTEMS, ACIIDS 2016, PT I, 2016, 9621 : 585 - 594
  • [4] A dynamic fuzzy clustering algorithm based on kernel methods
    Zhang, L. B.
    Zhou, C. G.
    Ma, M.
    Sun, C. T.
    Liu, M.
    DYNAMICS OF CONTINUOUS DISCRETE AND IMPULSIVE SYSTEMS-SERIES B-APPLICATIONS & ALGORITHMS, 2006, 13E : 1653 - 1656
  • [5] Band Selection of Hyperspectral Images Based on Fuzzy C-Means Clustering and Firefly Algorithm
    Zhou, Zhang
    Xu, Sun
    Rong, Liu
    Lianru, Gao
    LASER & OPTOELECTRONICS PROGRESS, 2023, 60 (12)
  • [6] Classification algorithm of hyperspectral images based on kernel entropy analysis
    Wang, Ying
    Guo, Lei
    Liang, Nan
    Jilin Daxue Xuebao (Gongxueban)/Journal of Jilin University (Engineering and Technology Edition), 2012, 42 (06): : 1597 - 1601
  • [7] A Rough Fuzzy Kernel Clustering Algorithm
    Ouyang Hao
    Wang Ri Feng
    Wang Zhi Wen
    Huang Zhen Jin
    2015 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATION PROBLEM-SOLVING (ICCP), 2015, : 501 - 505
  • [8] Unsupervised Kernel Fuzzy Clustering Based on Differential Evolution Algorithm in Intelligent Materials System
    Qu, Fuheng
    Hu, Yating
    Yang, Yong
    Gu, Xinchao
    ADVANCES IN COMPUTER SCIENCE, INTELLIGENT SYSTEM AND ENVIRONMENT, VOL 2, 2011, 105 : 189 - +
  • [9] Improvement fuzzy kernel clustering algorithm
    Zhang, Sen
    Zhu, Mei-Ling
    Hou, Guang-Kui
    Beijing Gongye Daxue Xuebao/Journal of Beijing University of Technology, 2012, 38 (09): : 1408 - 1411
  • [10] A Robust Fuzzy Kernel Clustering Algorithm
    Zhang Chen
    Xia Shixiong
    Liu Bing
    APPLIED MATHEMATICS & INFORMATION SCIENCES, 2013, 7 (03): : 1005 - 1012