New clone particle swarm optimization-based particle filter algorithm and its application

被引:1
作者
Bo, Yuming [1 ]
Chen, Zhimin [1 ]
Zhang, Jie [1 ]
Zhu, Jianliang [1 ]
机构
[1] Nanjing Univ Sci & Technol, Sch Automat, Nanjing 210094, Jiangsu, Peoples R China
来源
APPLIED MATHEMATICS & INFORMATION SCIENCES | 2013年 / 7卷 / 01期
基金
高等学校博士学科点专项科研基金;
关键词
particle filter; particle swarm optimization; Clone; orthogonal;
D O I
10.12785/amis/070121
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
A new particle filter algorithm based on new Clone particle swarm optimizationNCPSO-PF is presented in this paper in order to solve the problem of low precision and complicated calculation of particle filter based on particle swarm optimization algorithm(PSO-PF). The algorithm enables the particles to fit the environment better and then reach the goal of global optimization through orthogonal initialization, clonal selection and local searching of self-learning. Finally different models are used for simulation experiment and the results indicate that this new algorithm improves the operation speed and precision of practical engineering application.
引用
收藏
页码:171 / 177
页数:7
相关论文
共 11 条
[1]  
Chauhan Sunny, 2012, MATH SCI LETT, V1, P89
[2]  
Chen Shu, 2012, INF SCI LETT, V1, P21
[3]   On sequential Monte Carlo sampling methods for Bayesian filtering [J].
Doucet, A ;
Godsill, S ;
Andrieu, C .
STATISTICS AND COMPUTING, 2000, 10 (03) :197-208
[4]  
Ji CL, 2008, LECT NOTES COMPUT SC, V5199, P909
[5]  
Jian F. S., 2010, CONTROL THEORY APPL, P1012
[6]   SEQUENTIAL IMPUTATIONS AND BAYESIAN MISSING DATA PROBLEMS [J].
KONG, A ;
LIU, JS ;
WONG, WH .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1994, 89 (425) :278-288
[7]   Improved particle swarm optimization algorithm for fuzzy multi-class SVM [J].
Li, Ying ;
Bai, Bendu ;
Zhang, Yanning .
JOURNAL OF SYSTEMS ENGINEERING AND ELECTRONICS, 2010, 21 (03) :509-513
[8]   State and parameter estimation of the heat shock response system using Kalman and particle filters [J].
Liu, Xin ;
Niranjan, Mahesan .
BIOINFORMATICS, 2012, 28 (11) :1501-1507
[9]  
PAN ZJ, 1997, LECT NOTES ARTIF INT, V1285, P27
[10]  
Wang Xue-guang, 2012, INF SCI LETT, V1, P77