Fuzzy modeling based on fuzzy clustering and kalman filtering with SVD matrix decomposition

被引：0
|
作者：
Wang, H. W. [1 ]
Ma, G. F.
机构：
[1] Dalian Univ Technol, Sch Elect & Informat Engn, Dalian, Liao Ning, Peoples R China
[2] Harbin Inst Technol, Dept Automat, Harbin 150006, Hei Longjiang, Peoples R China
来源：
DYNAMICS OF CONTINUOUS DISCRETE AND IMPULSIVE SYSTEMS-SERIES B-APPLICATIONS & ALGORITHMS | 2006年 / 13E卷
关键词：
D O I：
暂无
中图分类号：
O29 [应用数学];
学科分类号：
070104 ;
摘要：
This paper is concerned with the application of Kalman filtering (SVD) and fuzzy clustering to build the fuzzy model. First of all, the GK fuzzy clustering method is used to confirm the input space of fuzzy model. In addition, Kalman Filtering approach based on singular value decomposition is applied to estimate the consequent parameters of the fuzzy model in order to avoid error delivery and error accumulation. To demonstrate the effectiveness of the proposed method, the numerical example is performed in the end of the paper.
引用
收藏
页码：905 / 908
页数：4
相关论文
共 50 条
  • [31] Modified gain fuzzy Kalman filtering algorithm
    Hsiao, CY
    JSME INTERNATIONAL JOURNAL SERIES C-MECHANICAL SYSTEMS MACHINE ELEMENTS AND MANUFACTURING, 1999, 42 (02): : 363 - 368
  • [32] A fuzzy clustering-based rapid prototyping for fuzzy rule-based modeling
    Delgado, M
    GomezSkarmeta, AF
    Martin, F
    IEEE TRANSACTIONS ON FUZZY SYSTEMS, 1997, 5 (02) : 223 - 233
  • [33] Automatic modal identification based on similarity filtering and fuzzy clustering
    Jiang, Dong
    Wang, Yusheng
    Hu, Jiamiao
    Qian, Hui
    Zhu, Rui
    JOURNAL OF VIBRATION AND CONTROL, 2024, 30 (5-6) : 1036 - 1047
  • [34] Sensor fusion based on fuzzy Kalman filtering for autonomous robot vehicle
    Sasiadek, J.Z.
    Wang, Q.
    Proceedings - IEEE International Conference on Robotics and Automation, 1999, 4 : 2970 - 2975
  • [35] Collaborative Filtering Recommendation Model Based on Fuzzy Clustering Algorithm
    Yang, Ye
    Zhang, Yunhua
    6TH INTERNATIONAL CONFERENCE ON COMPUTER-AIDED DESIGN, MANUFACTURING, MODELING AND SIMULATION (CDMMS 2018), 2018, 1967
  • [36] Fuzzy adaptive Kalman filtering algorithm based on the statistics of t distribution
    Institute of Surveying and Mapping, Information Engineering University, Zhengzhou 450052, China
    不详
    Cehui Xuebao, 2008, 4 (428-432):
  • [37] User-Based Collaborative Filtering Using Fuzzy Clustering
    Lee, Soojung
    FUZZY SYSTEMS AND DATA MINING V (FSDM 2019), 2019, 320 : 116 - 121
  • [38] A Collaborative Filtering Algorithm Based on Rough Set and Fuzzy Clustering
    Chen, DanEr
    Ying, YuLong
    Gong, SongJie
    FIFTH INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS AND KNOWLEDGE DISCOVERY, VOL 1, PROCEEDINGS, 2008, : 17 - +
  • [39] Hybrid Recommender System based on Fuzzy Clustering and Collaborative Filtering
    Verma, Sumit Kumar
    Mittal, Namita
    Agarwal, Basant
    2013 4TH IEEE INTERNATIONAL CONFERENCE ON COMPUTER & COMMUNICATION TECHNOLOGY (ICCCT), 2013, : 116 - 120
  • [40] Modeling method of fuzzy inference system based on improved fuzzy clustering arithmetic
    Zhu, Xi-Lin
    Wu, Xing-Xing
    Li, Xiao-Mei
    Kongzhi yu Juece/Control and Decision, 2007, 22 (01): : 73 - 77
12345