Wavelet based particle filters

被引:0
|
作者
Rui, GS [1 ]
Wang, ZG [1 ]
机构
[1] Navy Aeronaut Engn Inst, Dept Elect Engn, Yantai 264001, Peoples R China
来源
WAVELET ANALYSIS AND ACTIVE MEDIA TECHNOLOGY VOLS 1-3 | 2005年
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The wavelet transform has a good property of denoising. An improved Particle Filters (PF) algorithm incorporated with wavelet transform, wavelet based Particle Filters (WPF), is given in this paper. This paper applies the denoising principle of wavelet transform to PF so as to reduce the variance of importance weights and improve the accuracy and stability of PF. From the simulation result we can see that the WPF algorithm is not only more accurate but also has higher rate of convergence than common PF algorithm.
引用
收藏
页码:48 / 53
页数:6
相关论文
共 50 条
  • [21] Reversible robust data hiding based on wavelet filters modification
    Golabi, Sasan
    Helfroush, Mohammad Sadegh
    Danyali, Habibollah
    MULTIMEDIA TOOLS AND APPLICATIONS, 2019, 78 (22) : 31847 - 31865
  • [22] A methodology for short term load forecasting based on wavelet filters
    Gopinathan, Sudheer
    Annamareddy, Suseelatha
    INTERNATIONAL JOURNAL OF ENERGY AND STATISTICS, 2014, 2 (03) : 169 - 181
  • [23] Wavelet transform based adaptive filters: Analysis and new results
    Erdol, N
    Basbug, F
    IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1996, 44 (09) : 2163 - 2171
  • [24] Methods of constructing optimal wavelet filters based on gengtic algorithm
    Wen, Gao-Jin
    Quan, Hui-Yun
    He, Zhi-Min
    Journal of Natural Science of Hunan Normal University, 2003, 26 (03): : 06 - 09
  • [25] Wavelet Based Filters for Artifact Elimination in Electroencephalography Signal: A Review
    Syarifah Noor Syakiylla Sayed Daud
    Rubita Sudirman
    Annals of Biomedical Engineering, 2022, 50 : 1271 - 1291
  • [26] Communication image retrieved by wavelet filters based on lifting scheme
    Zhang Liying
    Wang Lirong
    2006 10TH INTERNATIONAL CONFERENCE ON COMMUNICATION TECHNOLOGY, VOLS 1 AND 2, PROCEEDINGS, 2006, : 83 - +
  • [27] Speech enhancement method based on wavelet transform and Kalman filters
    Zhang, En-Dong
    Huang, Wen-Hao
    Moshi Shibie yu Rengong Zhineng/Pattern Recognition and Artificial Intelligence, 2009, 22 (01): : 28 - 31
  • [29] Analytic general construction of wavelet filters based on trigonometric functions
    Li, JP
    Yang, YQ
    Yan, ZH
    Wavelet Analysis and Active Media Technology Vols 1-3, 2005, : 595 - 606
  • [30] Wavelet Based Filters for Artifact Elimination in Electroencephalography Signal: A Review
    Daud, Syarifah Noor Syakiylla Sayed
    Sudirman, Rubita
    ANNALS OF BIOMEDICAL ENGINEERING, 2022, 50 (10) : 1271 - 1291