An Improved FastSLAM2.0 Algorithm Based on Ant Colony Optimization

被引:0
|
作者
Wen Shiguang [1 ]
Yao Mingde [1 ]
Wu Chengdong [1 ]
Li Jun [1 ]
机构
[1] Northeastern Univ, Sch Informat Sci & Engn, Shenyang 110004, Liaoning, Peoples R China
来源
2017 29TH CHINESE CONTROL AND DECISION CONFERENCE (CCDC) | 2017年
关键词
Simultaneous Localization and Mapping; Ant Colony Optimization; Particle Depletion; FastSLAM2.0;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Montemerlo et al. proposed an algorithm called FastSLAM2.0 as an efficient and robust solution to the simultaneous localization and mapping problem. We proposed an ant colony optimization based resampling method, which seriously reduces the problem of particle depletion. Simulation experimental results illustrate the advantages of our method over previous approach.
引用
收藏
页码:7134 / 7137
页数:4
相关论文
共 50 条
  • [31] A spectral image clustering algorithm based on ant colony optimization
    Ashok, Luca
    Messinger, David W.
    ALGORITHMS AND TECHNOLOGIES FOR MULTISPECTRAL, HYPERSPECTRAL, AND ULTRASPECTRAL IMAGERY XVIII, 2012, 8390
  • [32] A Maturity-based Adaptive Ant Colony Optimization Algorithm
    Wang, Haining
    Sun, Shouqian
    Liu, Bo
    INTELLIGENT STRUCTURE AND VIBRATION CONTROL, PTS 1 AND 2, 2011, 50-51 : 353 - +
  • [33] The Implementation of Parallel Ant Colony Optimization Algorithm based on MATLAB
    Wan Baocheng
    Wang Tiane
    Wang Zenghui
    2012 THIRD GLOBAL CONGRESS ON INTELLIGENT SYSTEMS (GCIS 2012), 2012, : 27 - 29
  • [34] A Nonlinear Estimation and Control Algorithm based on Ant Colony Optimization
    Nobahari, Hadi
    Nasrollahi, Saeed
    2016 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2016, : 5120 - 5127
  • [35] Ant colony optimization algorithm based on directional pheromone diffusion
    Huang Guorui
    Wang Xufa
    Cao Xianbin
    CHINESE JOURNAL OF ELECTRONICS, 2006, 15 (03): : 447 - 450
  • [36] An unsupervised feature selection algorithm based on ant colony optimization
    Tabakhi, Sina
    Moradi, Parham
    Akhlaghian, Fardin
    ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2014, 32 : 112 - 123
  • [37] A DSS Based on Hybrid Ant Colony Optimization Algorithm for the TSP
    Kaabachi, Islem
    Jriji, Dorra
    Krichen, Saoussen
    ARTIFICIAL INTELLIGENCE AND SOFT COMPUTING, ICAISC 2017, PT II, 2017, 10246 : 645 - 654
  • [38] Uneven clustering routing algorithm based on ant colony optimization
    Liu H.
    Li H.
    2018, Huazhong University of Science and Technology (46): : 50 - 54
  • [39] An ant colony optimization algorithm for the MANET based on environment analysis
    Fan, Shiping
    Yan, Jinchuan
    ENERGY SCIENCE AND APPLIED TECHNOLOGY, 2016, : 367 - 371
  • [40] Research on an improved ant colony optimization algorithm for solving traveling salesmen problem
    Lei, Wenli
    Wang, Fubao
    International Journal of Database Theory and Application, 2016, 9 (09): : 25 - 36