Moving Obstacles Detection and Tracking with Laser Range Finder

被引:0
|
作者
Rebai, K. [1 ]
Benabderrahmane, A. [1 ]
Azouaoui, O. [1 ]
Ouadah, N. [1 ]
机构
[1] CDTA, Baba Hassen, Alger, Algeria
关键词
laser range finder; mobile objects detection; tracking; data association; EKF;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper deals with a problem which is basic to mobile robot navigation in dynamic environments: the perception of dynamic objects. This required as a first step the extraction of mobile objects present in the environment tacking into account the effect of the embedded sensor motion. In the proposed algorithm, the laser data are used in the development of a clustering-based approach. The second step deals with dynamic objects tracking. This is achieved by a set of Extended Kalman Filters (EKF) where an EKF is initialized for each mobile object and evaluated for the prediction and update phases. The results of several experiments are illustrated, confirming the effectiveness of the proposed system.
引用
收藏
页码:458 / 463
页数:6
相关论文
共 50 条
  • [31] Smoke Detection for Autonomous Vehicles using Laser Range Finder and Camera
    Filonenko, Alexander
    Hernandez, Danilo Caceres
    Van-Dung Hoang
    Jo, Kang-Hyun
    CURRENT APPROACHES IN APPLIED ARTIFICIAL INTELLIGENCE, 2015, 9101 : 601 - 610
  • [32] An Implementation of Typical-Obstacle Detection and Recognition with Laser Range Finder
    Qiu, Quan
    Han, Jianda
    2009 IEEE INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTING AND INTELLIGENT SYSTEMS, PROCEEDINGS, VOL 2, 2009, : 742 - +
  • [33] Circle Detection and Fitting Using Laser Range Finder for Positioning System
    Huang, Xiangqi
    Sasaki, Takeshi
    Hashimoto, Hideki
    Inoue, Fumihiro
    INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION AND SYSTEMS (ICCAS 2010), 2010, : 1366 - 1370
  • [34] Performance comparison of leg detection methods using laser range finder
    Yoonchang Sung
    Hoyeon Kim
    Yoonkyu Yoo
    Jooyoung Park
    Woojin Chung
    Journal of Measurement Science and Instrumentation, 2012, 3 (03) : 278 - 280
  • [35] A laser triangulation range finder based on a chaotic modulation and detection system
    Stefani, MA
    Pizolato, JC
    Neto, LG
    SIGNAL PROCESSING, SENSOR FUSION, AND TARGET RECOGNITION IX, 2000, 4052 : 321 - 326
  • [36] DEVELOPMENT OF MEASUREMENT SYSTEM FOR TASK ORIENTED STEP TRACKING USING LASER RANGE FINDER
    Takahashi, Masaki
    Matsumura, Tetsuya
    Moriguchi, Toshiki
    Yamada, Minoru
    Uemura, Kazuki
    Nishiguchi, Shu
    Aoyama, Tomoki
    PROCEEDINGS OF THE ASME 5TH ANNUAL DYNAMIC SYSTEMS AND CONTROL DIVISION CONFERENCE AND JSME 11TH MOTION AND VIBRATION CONFERENCE, DSCC 2012, VOL 1, 2013, : 829 - +
  • [37] Development of measurement system for task oriented step tracking using laser range finder
    Tetsuya Matsumura
    Toshiki Moriguchi
    Minoru Yamada
    Kazuki Uemura
    Shu Nishiguchi
    Tomoki Aoyama
    Masaki Takahashi
    Journal of NeuroEngineering and Rehabilitation, 10
  • [38] Human tracking of single laser range finder using features extracted by deep learning
    Kohara, Yuki
    Nakazawa, Minoru
    2019 TWELFTH INTERNATIONAL CONFERENCE ON MOBILE COMPUTING AND UBIQUITOUS NETWORK (ICMU), 2019,
  • [39] Development of measurement system for task oriented step tracking using laser range finder
    Matsumura, Tetsuya
    Moriguchi, Toshiki
    Yamada, Minoru
    Uemura, Kazuki
    Nishiguchi, Shu
    Aoyama, Tomoki
    Takahashi, Masaki
    JOURNAL OF NEUROENGINEERING AND REHABILITATION, 2013, 10
  • [40] Characterization of acuity laser range finder
    Luo, XJ
    Zhang, H
    2004 8TH INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION, ROBOTICS AND VISION, VOLS 1-3, 2004, : 2100 - 2104