计算机科学 ›› 2015, Vol. 42 ›› Issue (3): 284-288.doi: 10.11896/j.issn.1002-137X.2015.03.059

• 图形图像与模式识别 • 上一篇    下一篇

基于主动式全景视觉的移动机器人障碍物检测

汤一平,姜荣剑,林璐璐   

  1. 浙江工业大学信息工程学院 杭州310023,浙江工业大学信息工程学院 杭州310023,浙江工业大学信息工程学院 杭州310023
  • 出版日期:2018-11-14 发布日期:2018-11-14
  • 基金资助:
    本文受国家自然科学基金项目(61379078)资助

Obstacle Detection Method for Mobile Robot Using Active Omnidirectional Vision Sensor

TANG Yi-ping, JIANG Rong-jian and LIN Lu-lu   

  • Online:2018-11-14 Published:2018-11-14

摘要: 针对现有的移动机器人视觉系统计算资源消耗大、实时性能欠佳、检测范围受限等问题,提出一种基于主动式全景视觉传感器(AODVS)的移动机器人障碍物检测方法。首先,将单视点的全方位视觉传感器(ODVS)和由配置在1个平面上的4个红色线激光组合而成的面激光发生器进行集成,通过主动全景视觉对移动机器人周边障碍物进行检测;其次,移动机器人中的全景智能感知模块根据面激光发生器投射到周边障碍物上的激光信息,通过视觉处理方法解析出移动机器人周边障碍物的距离和方位等信息;最后,基于上述信息采用一种全方位避障策略,实现移动机器人的快速避障。实验结果表明,基于AODVS的障碍物检测方法能在实现快速高效避障的同时,降低对移动机器人的计算资源的要求。

关键词: 主动式全景视觉传感器(AODVS),激光提取,障碍物检测,全方位避障策略

Abstract: To solve the problems of excessive consumption of computing resource,poor real-time performance and limited detection range of current mobile robot vision system,a fast and efficient obstacle detection method was proposed in this paper based on active omnidirectional vision sensor (AODVS).AODVS integrates ODVS with single view point and a planar laser generator composed by four red liner laser that installed on the same plane.All obstacles around the mobile robot can be detected in real time by AODVS.According to laser information on the surrounding obstacles projected by planar laser generator,the obstacles distance and direction information are obtained with robot vision method.Then,based on this information,the direction of movement and speed of the mobile robot are controlled adopting omnidirectional mobile robot obstacle avoidance algorithm.The experiment results show that the obstacle detection method based on AODVS can achieve the goals of avoiding the obstacles quickly and accurately and reducing the requirement of computing resource for the mobile robot.

Key words: Active omnidirectional vision sensor(AODVS),Laser extraction,Obstacle detection,Omnidirectional obstacle avoiding strategy

[1] Chen C Y,Shih B Y,Chou W C,et al.Obstacle avoidance design for a humanoid intelligent robot with ultrasonic sensors[J].Journal of Vibration and Control,2011,17(12):1798-1804
[2] An Dong,Wang Hong.VPH:a new laser radar based obstacleavoidance method for intelligent mobile robots[C]∥Intelligent Control and Automation,2004.WCICA 2004.Fifth World Congress on.IEEE,2004,5:4681-4685
[3] Surmann H,Lingemann K,Nüchter A,et al.A 3D laser range finder for autonomous mobile robots[C]∥Proceedings of the 32nd ISR (International Symposium on Robotics).2001,19(21):153-158
[4] 王东署,王佳.未知环境中移动机器人环境感知技术研究综述[J].机床与液压,2013,41(15):187-191
[5] 席志红,原新,许辉.基于视觉的移动机器人实时避障和导航[J].哈尔滨工程大学学报,2002,23(5):107-109
[6] Zhao Zeng-shun,Feng Xiang,Wei Fang,et al.Learning Representative Features for Robot Topological Localization[J].International Journal of Advanced Robotic Systems,2013,10(215)
[7] Ulrich I,Nourbakhsh I.Appearance-based obstacle detectionwith monocular color vision[C]∥Proceedings of AAAI/IAAI.2000:866-871
[8] Bhoite A,Beke N,Nanduri S,et al.Advanced situational awareness and obstacle detection using a monocular camera[C]∥Image Processing Workshop (WNYIPW),2010.IEEE,Western New York,2010:30-33
[9] 刘威,于红绯,杨恒,等.一种新的基于单目视觉的广义障碍物检测方法[J].电子学报,2011,39(8):1793-1799
[10] 杨福增,刘珊,陈丽萍,等.基于立体视觉技术的多种农田障碍物检测方法[J].农业机械学报,2012,43(005):168-172
[11] Cong Yang,Peng Jun-jian,Sun Jing,et al.V-disparity basedUGV obstacle detection in rough outdoor terrain[J].Acta Automatica Sinica,2010,36(5):667-673
[12] Kim J,Suga Y.An omnidirectional vision-based moving obstacle detection in mobile robot[J].International Journal of Control Automation and Systems,2007,5(6):663
[13] Koyasu H,Miura J,Shirai Y.Real-time omnidirectional stereofor obstacle detection and tracking in dynamic environments[C]∥2001 IEEE/RSJ International Conference on Intelligent Robots and Systems,2001.IEEE,2001,1:31-36
[14] Boyu W,Junyao G,Li K,et al.Indoor mobile robot obstacle detection based on linear structured light vision system[C]∥IEEE International Conference on Robotics and Biomimetics,2008.ROBIO 2008.IEEE,2009:834-839
[15] 杨林.基于Kinect的人体目标检测与跟踪[D].大连:大连海事大学,2013
[16] 汤一平,王庆,陈敏智,等.立体全方位视觉传感器的设计[J].仪器仪表学报,2010,1(7):1520-1527
[17] Scaramuzza D,Martinelli A,Siegwart R.A toolbox for easilycalibrating omnidirectional cameras[C]∥IEEE/RSJ International Conference on Intelligent Robots and Systems,2006.IEEE,2006:5695-5701
[18] Tang Yi-ping,Wang Qing,Zong Ming-li,et al.Design of vertically aligned binocular omnistereo vision sensor[C]∥EURASIP Journal on Image and Video Processing,2010:1-24

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