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
  • [31] Particle filters
    Kuensch, Hans R.
    BERNOULLI, 2013, 19 (04) : 1391 - 1403
  • [32] Novel Technique for Performance Improvement of the Wavelet Based Denoising Algorithms Using Rotated Wavelet Filters
    Thakur, Kirti V.
    Ambhore, Pramod G.
    Sapkal, A. M.
    PROCEEDINGS OF INTERNATIONAL CONFERENCE ON COMMUNICATION, COMPUTING AND VIRTUALIZATION (ICCCV) 2016, 2016, 79 : 499 - 508
  • [33] A Lifting-Based Discrete Wavelet Transform and Discrete Wavelet Packet Processor with Support for Higher Order Wavelet Filters
    Guntoro, Andre
    Glesner, Manfred
    VLSI-SOC: DESIGN METHODOLOGIES FOR SOC AND SIP, 2010, 313 : 154 - 173
  • [34] Extraction of coherent clusters and grid adaptation in particle-laden turbulence using wavelet filters
    Bassenne, Maxime
    Urzay, Javier
    Schneider, Kai
    Moin, Parviz
    PHYSICAL REVIEW FLUIDS, 2017, 2 (05):
  • [35] Analog complex wavelet filters
    Haddad, SAP
    Karel, JMH
    Peeters, RLM
    Westra, RL
    Serdijn, WA
    2005 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS (ISCAS), VOLS 1-6, CONFERENCE PROCEEDINGS, 2005, : 3287 - 3290
  • [36] Synthesis of optical wavelet filters
    Moreolo, MS
    Cincotti, G
    Neri, A
    IEEE PHOTONICS TECHNOLOGY LETTERS, 2004, 16 (07) : 1679 - 1681
  • [37] Synthesis of Wavelet Filters using Wavelet Neural Networks
    Bellil, Wajdi
    Ben Amar, Chokri
    Alimi, Adel M.
    PROCEEDINGS OF WORLD ACADEMY OF SCIENCE, ENGINEERING AND TECHNOLOGY, VOL 13, 2006, 13 : 108 - 111
  • [38] Minimality of the data in wavelet filters
    Jorgensen, PET
    ADVANCES IN MATHEMATICS, 2001, 159 (02) : 143 - 228
  • [39] Designing Thin Wavelet Filters
    Hur, Youngmi
    Zheng, Fang
    2011 CONFERENCE RECORD OF THE FORTY-FIFTH ASILOMAR CONFERENCE ON SIGNALS, SYSTEMS & COMPUTERS (ASILOMAR), 2011, : 2019 - 2024
  • [40] Normalizing Flow-Based Differentiable Particle Filters
    Chen, Xiongjie
    Li, Yunpeng
    IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2025, 73 : 493 - 507