Proof of Concept of an Assistive Robotic Arm Control Using Artificial Stereovision and Eye-Tracking

被引:27
|
作者
Cio, Yann-Seing Law-Kam [1 ]
Raison, Maxime [1 ]
Menard, Cedric Leblond [1 ]
Achiche, Sofiane [1 ]
机构
[1] Polytech Montreal, Mech Engn Dept, Montreal, PQ H3C 3A7, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
Manipulators; Robot sensing systems; Cameras; Rehabilitation robotics; Control systems; Human computer interaction; Collision avoidance; human-robot interaction; path planning; rehabilitation robotics; stereo vision; VISION; PERFORMANCE; INTERFACE; HAND;
D O I
10.1109/TNSRE.2019.2950619
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Assistive robotic arms have become popular to help users with upper limb disabilities achieve autonomy in their daily tasks, such as drinking and grasping objects in general. Usually, these robotic arms are controlled with an adapted joystick. Joysticks are user-friendly when it comes to a general approach to an object. However, they are not as intuitive when having to accurately approach an object, especially when obstacles are present. Alternatively, the combined use of artificial stereovision and eye-tracking seems to be a promising solution, as the user's vision is usually dissociated from their upper limb disability. Hence, the objective of this study was to develop a proof of concept for the control of an assistive robotic arm using a low-cost combination of stereovision and eye-tracking. Using the developed control system, a typically developed person was able to control the robotic arm successfully reaching and grasping an object for 92 of the trials without obstacles with an average time of 13.8 seconds. Then, another set of trials with one obstacle had a success rate of 91 with an average time of 17.3 seconds. Finally, the last set of trials with two obstacles had a success rate of 98 with an average time of 18.4 seconds. Furthermore, the cost of an eye-tracker and stereovision remains below 400.
引用
收藏
页码:2344 / 2352
页数:9
相关论文
共 50 条
  • [21] How users read concept maps: an eye-tracking study
    Rovira, Cristofol
    [J]. BID-TEXTOS UNIVERSITARIS DE BIBLIOTECONOMIA I DOCUMENTACIO, 2013, (31):
  • [22] A design of eye gaze tracking system using stereovision information
    Zhang, Peng-Yi
    Wang, Zhi-Liang
    Zheng, Si-Yi
    Zhang, Qiong
    [J]. Beijing Youdian Daxue Xuebao/Journal of Beijing University of Posts and Telecommunications, 2010, 33 (01): : 47 - 51
  • [23] A robotic arm control system with simultaneous and sequential modes combining eye-tracking with steady-state visual evoked potential in virtual reality environment
    Guo, Rongxiao
    Lin, Yanfei
    Luo, Xi
    Gao, Xiaorong
    Zhang, Shangen
    [J]. FRONTIERS IN NEUROROBOTICS, 2023, 17
  • [24] Metacognitive Experience Modeling Using Eye-Tracking
    Chou Ching-En
    [J]. ARTIFICIAL INTELLIGENCE IN EDUCATION, PT II, 2018, 10948 : 503 - 507
  • [25] Lung nodule detection using eye-tracking
    Antonelli, Michela
    Yang, Guang-Zhong
    [J]. 2007 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOLS 1-7, 2007, : 1021 - +
  • [26] STUDYING LEARNING IN GAMES USING EYE-TRACKING
    Knoepfle, Daniel T.
    Wang, Joseph Tao-yi
    Camerer, Colin F.
    [J]. JOURNAL OF THE EUROPEAN ECONOMIC ASSOCIATION, 2009, 7 (2-3) : 388 - 398
  • [27] Using Eye-Tracking for Visual Attention Feedback
    Toreini, Peyman
    Langner, Moritz
    Maedche, Alexander
    [J]. INFORMATION SYSTEMS AND NEUROSCIENCE, 2020, 32 : 261 - 270
  • [28] Detecting Eye Contact using Wearable Eye-Tracking Glasses
    Ye, Zhefan
    Li, Yin
    Fathi, Alireza
    Han, Yi
    Rozga, Agata
    Abowd, Gregory D.
    Rehg, James M.
    [J]. UBICOMP'12: PROCEEDINGS OF THE 2012 ACM INTERNATIONAL CONFERENCE ON UBIQUITOUS COMPUTING, 2012, : 699 - 704
  • [29] Biologically Inspired Robotic Arm Control Using an Artificial Neural Oscillator
    Yang, Woosung
    Kwon, Jaesung
    Chong, Nak Young
    Oh, Yonghwan
    [J]. MATHEMATICAL PROBLEMS IN ENGINEERING, 2010, 2010
  • [30] Development of an eye-tracking control system using AForge.NET framework
    Verma, Suraj
    Pillai, Prashant
    Hu, Yim-Fun
    [J]. International Journal of Intelligent Systems Technologies and Applications, 2012, 11 (3-4) : 286 - 303