Laser and Optical Flow Fusion for a Non-Intrusive Obstacle Detection System on an Intelligent Wheelchair

被引:25
|
作者
Arnay, Rafael [1 ]
Hernandez-Aceituno, Javier [1 ]
Toledo, Jonay [1 ]
Acosta, Leopoldo [1 ]
机构
[1] Univ La Laguna, Dept Ingn Informat & Sistemas, San Cristobal De La Lagu 38200, Spain
关键词
Laser sensor; optic flow; sensor fusion; intelligent wheelchair; obstacle detection;
D O I
10.1109/JSEN.2018.2815566
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
In this paper, a method to combine a low-cost 16 beam solid state laser sensor and a conventional video camera for obstacle detection is presented. The system is intended to form a non-intrusive virtual barrier at both sides of an intelligent wheelchair, in order to protect the user in everyday outdoor and indoor environments, like office, home, or pedestrian areas. In this type of environments, the shape of the obstacles is very heterogeneous (for instance, having a variable width along their height), so their detection via the conventional sensors installed in the wheelchair presents difficulties, especially in the most exposed areas of the user that are the sides of their torso. With the proposed system, when an obstacle intersects a beam, the intersection point is projected in the associated image and optical flow is calculated at both sides of this point. Using the optical flow, several classifiers have been trained and tested in order to automatically discern between intersections produced by the user and those produced by external obstacles. Results show that the method accurately detects the presence of obstacles and the direction of their movement.
引用
收藏
页码:3799 / 3805
页数:7
相关论文
共 50 条
  • [11] Non-intrusive density measurements in gravity currents interacting with an obstacle
    Claudia Adduce
    Maria Rita Maggi
    Maria Chiara De Falco
    Acta Geophysica, 2022, 70 : 2499 - 2510
  • [12] Detection techniques for non-intrusive testing
    Humphrey, DL
    APPLICATION OF ACCELERATORS IN RESEARCH AND INDUSTRY - PROCEEDINGS OF THE FOURTEENTH INTERNATIONAL CONFERENCE, PTS 1 AND 2, 1997, (392): : 857 - 860
  • [13] Non-intrusive density measurements in gravity currents interacting with an obstacle
    Adduce, Claudia
    Maggi, Maria Rita
    De Falco, Maria Chiara
    ACTA GEOPHYSICA, 2022, 70 (05) : 2499 - 2510
  • [14] Towards the Fusion of Intrusive and Non-intrusive Load Monitoring - A Hybrid Approach
    Voelker, Benjamin
    Scholl, Philipp M.
    Schubert, Tobias
    Becker, Bernd
    E-ENERGY'18: PROCEEDINGS OF THE 9TH ACM INTERNATIONAL CONFERENCE ON FUTURE ENERGY SYSTEMS, 2018, : 436 - 438
  • [15] A Intelligent Wheelchair Obstacle Avoidance System Based on Multi-sensor Fusion Technology
    Zhang, Y.
    Chen, J.
    MANUFACTURING AUTOMATION TECHNOLOGY DEVELOPMENT, 2011, 455 : 121 - 126
  • [16] Efficient non-intrusive divergence detection techniques in an in-service non-intrusive measurement device
    Ng, WP
    Elmirghani, JMH
    Broom, S
    ELECTRONICS LETTERS, 2000, 36 (23) : 1980 - 1981
  • [17] A Non-Intrusive Appliance Recognition System
    Bugnot, Reinelle Jan C.
    Macabebe, Erees Queen B.
    2019 IEEE INTERNATIONAL CONFERENCE ON INTERNET OF THINGS AND INTELLIGENCE SYSTEM (IOTAIS), 2019, : 141 - 147
  • [18] An intelligent wheelchair using situation awareness and obstacle detection
    Ji, Yeounggwang
    Hwang, Jihye
    Kim, Eun Yi
    9TH INTERNATIONAL CONFERENCE ON COGNITIVE SCIENCE, 2013, 97 : 620 - 628
  • [19] A Non-intrusive Ultrasonic Sensor System for Water Flow Rate Measurement
    Mileiko, Sergey
    Cetinkaya, Oktay
    Yakovlev, Alex
    Balsamo, Domenico
    2021 IEEE SENSORS APPLICATIONS SYMPOSIUM (SAS 2021), 2021,
  • [20] Advanced optical cable network monitoring through a non-intrusive system
    Foresta, L
    EUROCABLE, 2000, : 228 - 235