Design and Analysis of a Portable Indoor Localization Aid for the Visually Impaired

被引:38
作者
Hesch, Joel A. [1 ]
Roumeliotis, Stergios I. [1 ]
机构
[1] Univ Minnesota, Dept Comp Sci & Engn, Minneapolis, MN 55455 USA
基金
美国国家科学基金会;
关键词
Handicapped aids; pose estimation; sensor fusion; laser scanner; gyroscopes; MOBILE ROBOT LOCALIZATION;
D O I
10.1177/0278364910373160
中图分类号
TP24 [机器人技术];
学科分类号
080202 ; 1405 ;
摘要
In this paper, we present the design and analysis of a portable position and orientation (pose) estimation aid for the visually impaired. Our prototype navigation aid consists of a foot-mounted pedometer and a white cane-mounted sensing package, which comprises a three-axis gyroscope and a two-dimensional (2D) laser scanner. We introduce a two-layered estimator that tracks the 3D orientation of the white cane in the first layer, and the 2D position of the person holding the cane in the second layer. Our algorithm employs a known building map to update the person's position, and exploits perpendicularity in the building layout as a 3D structural compass. We analytically study the observability properties of the linearized dynamical system, and we provide sufficient observability conditions. We evaluate the real-world performance of our localization aid, and demonstrate its reliability for accurate, real-time human localization.
引用
收藏
页码:1400 / 1415
页数:16
相关论文
共 44 条
  • [1] Balachandran W, 2003, ICECOM 2003, CONFERENCE PROCEEDINGS, P34
  • [2] BELL DA, 1994, IEEE INT CONF ROBOT, P2018, DOI 10.1109/ROBOT.1994.351167
  • [3] BRECKENRIDGE WG, 1999, 343791199 IOM JET PR
  • [4] A step toward GPS/INS personal navigation systems: real-time assessment of gait by foot inertial sensing
    Cavallo, F
    Sabatini, AM
    Genovese, V
    [J]. 2005 IEEE/RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS, VOLS 1-4, 2005, : 109 - 113
  • [5] Application of particle filtering in navigation system for blind
    Ceranka, S
    Niedzwiecki, M
    [J]. SEVENTH INTERNATIONAL SYMPOSIUM ON SIGNAL PROCESSING AND ITS APPLICATIONS, VOL 2, PROCEEDINGS, 2003, : 495 - 498
  • [6] POSE DETERMINATION FROM LINE-TO-PLANE CORRESPONDENCES - EXISTENCE CONDITION AND CLOSED-FORM SOLUTIONS
    CHEN, HH
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1991, 13 (06) : 530 - 541
  • [7] Dellaert F, 1999, ICRA '99: IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION, VOLS 1-4, PROCEEDINGS, P1322, DOI 10.1109/ROBOT.1999.772544
  • [8] USE OF HOUGH TRANSFORMATION TO DETECT LINES AND CURVES IN PICTURES
    DUDA, RO
    HART, PE
    [J]. COMMUNICATIONS OF THE ACM, 1972, 15 (01) : 11 - &
  • [9] A wearable haptic navigation guidance system
    Ertan, S
    Lee, G
    Willets, A
    Tan, H
    Pentland, A
    [J]. SECOND INTERNATIONAL SYMPOSIUM ON WEARABLE COMPUTERS - DIGEST OF PAPERS, 1998, : 164 - 165
  • [10] GIUDICE NA, 2008, COMPUTER ENG SERIES