Human Tracking and Following of Mobile Robot with a Laser Scanner

被引:0
|
作者
Xiao, Qinghua [1 ,3 ]
Sun, Fuchun [2 ,3 ]
Ge, Rui [1 ]
Chen, Kunlun [1 ]
Wang, Bin [3 ,4 ]
机构
[1] China Univ Min & Technol, Sch Mech & Informat Engn, Beijing 100083, Beijing, Peoples R China
[2] Tsinghua Univ, Dept Comp Sci & Technol, Beijing 100080, Peoples R China
[3] Tsinghua Univ, State Key Lab Intelligent Technol & Syst, Beijing 100080, Peoples R China
[4] Little Wheel Robot Co, Beijing 100080, Peoples R China
关键词
A laser scanner; Human detection; Trajectory tracking; Human following;
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
The mobile robot with a capability of following human targets can be used in various ways in different environments. The main technologies of human following robot system contain human detection, trajectory tracking and following control. In this paper, we proposed a method to detect a person's legs by a single laser scanner, and applied random forest classifier to distinguish the legs from other objects. According to the laser scanner data and detection results, the target person with moving speed and relative to the position of the robot will be tracked through Extended Kalman filter (EKF) algorithm to get its moving trajectory. The following control algorithm used the continuous position of human as input and the velocity planning of mobile robot as output to implement the human following function. This method was experimented in office and long corridor, the results showed that the detection and tracking algorithms were accurate and robust, the mobile robot followed the target person correctly and smoothly. All of these functions had been implemented in the Robot Operating System (ROS) framework.
引用
收藏
页码:675 / 680
页数:6
相关论文
共 50 条
  • [41] A Human Tracking Mobile-Robot with Face Detection
    Suzuki, Satoru
    Mitsukura, Yasue
    Takimoto, Hironori
    Tanabata, Takanari
    Kimura, Nobutaka
    Moriya, Toshio
    [J]. IECON: 2009 35TH ANNUAL CONFERENCE OF IEEE INDUSTRIAL ELECTRONICS, VOLS 1-6, 2009, : 4004 - +
  • [42] Vision and laser data fusion for tracking people with a mobile robot
    Bellotto, Nicola
    Hu, Huosheng
    [J]. 2006 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND BIOMIMETICS, VOLS 1-3, 2006, : 7 - +
  • [43] Moving Object Tracking with Mobile Robot Using Camera and Laser
    Wu, Ming
    Li, Linlin
    Wei, Zhenhua
    Li, Chengjian
    Wang, Hongqiao
    [J]. MATERIAL SCIENCE, CIVIL ENGINEERING AND ARCHITECTURE SCIENCE, MECHANICAL ENGINEERING AND MANUFACTURING TECHNOLOGY II, 2014, 651-653 : 776 - 779
  • [44] Backstepping controller for laser ray tracking of a target mobile robot
    Ling, Yun
    Wu, Jian
    Lyu, ZhanQiang
    Xiong, Pengwen
    [J]. MEASUREMENT & CONTROL, 2020, 53 (7-8): : 1540 - 1547
  • [45] A Laser Based Multi-Target Tracking for Mobile Robot
    Hashimoto, Masafumi
    Ogata, Satoshi
    Oba, Fuminori
    Murayama, Takeshi
    [J]. INTELLIGENT AUTONOMOUS SYSTEMS 9, 2006, : 135 - 144
  • [46] Human Tracking and Following Using Sound Source Localization for Multisensor Based Mobile Assistive Companion Robot
    Luo, Ren C.
    Huang, Chien H.
    Lin, Tsu T.
    [J]. IECON 2010 - 36TH ANNUAL CONFERENCE ON IEEE INDUSTRIAL ELECTRONICS SOCIETY, 2010,
  • [47] Convolutional Neural Network Based Tracking for Human Following Mobile Robot with LQG Based Control System
    Gupta, Sudip C.
    Majumdar, Jharna
    [J]. PROCEEDINGS OF THE THIRD INTERNATIONAL CONFERENCE ON ADVANCED INFORMATICS FOR COMPUTING RESEARCH (ICAICR '19), 2019,
  • [48] Floor Surface Mapping using Mobile Robot and 2D Laser Scanner
    Wilson, Scott
    Potgieter, Johan
    Arif, Khalid
    [J]. 2017 24TH INTERNATIONAL CONFERENCE ON MECHATRONICS AND MACHINE VISION IN PRACTICE (M2VIP), 2017, : 59 - 64
  • [49] Design of the 3D perceptive system based on laser scanner for a mobile robot
    Cail, Zi-xing
    Yu, Jin-xia
    Duan, Zhuo-hua
    Zou, Xiao-bing
    [J]. INTERNATIONAL JOURNAL OF COMPUTER SCIENCE AND NETWORK SECURITY, 2006, 6 (3B): : 20 - 29
  • [50] 3D reconstruction embedded system based on laser scanner for mobile robot
    Wang, Jianhua
    Li, Bing
    Chen, Weihai
    Rong, Lixia
    [J]. ICIEA 2008: 3RD IEEE CONFERENCE ON INDUSTRIAL ELECTRONICS AND APPLICATIONS, PROCEEDINGS, VOLS 1-3, 2008, : 697 - 701