Efficient way of path planning and navigation for autonomous multi robot systems using an Intelligent Vision System

被引:0
|
作者
Palanisamy, Praveen [1 ]
机构
[1] Vellore Inst Technol, Madras, Tamil Nadu, India
来源
2013 8TH IEEE INTERNATIONAL CONFERENCE ON INDUSTRIAL AND INFORMATION SYSTEMS (ICIIS) | 2013年
关键词
Robot vision; multi robot system; collaborative learning; machine vision; object tracking; TRACKING;
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 paper proposes a vision system for robots in a multi robot system that enables the robots to perceive vision by de-centralizing and re-using the learning of each and every robot in the multi robot system. By de-centralized and re-using the learning it is meant that the robots learn about the environment from their own point of view with their own sensors but share their learning with other robots, thus forming a pool of information about the environment in a distributed way. This distributed perception makes the generation of multi view appearance model of unknown, arbitrary objects easy and effective. The paper focuses on developing such a de-centralized system to track multiple obstacles simultaneously which will help in efficient path planning and navigation. The saved learning by one robot can be used by other robots in the multi-robot system. On every run the proposed system continues learning about the objects from where it left. The proposed vision system is capable of tracking objects efficiently at different scales, lighting conditions, environments and also under occlusions. It is implemented on a mobile robot with the low-power OMAP4 based pandaboard ES as the processing unit and the performances are discussed.
引用
收藏
页码:350 / 354
页数:5
相关论文
共 50 条
  • [31] An intelligent fast controller for autonomous wheeled robot path navigation in challenging environments
    Mukherjee, Subhradip
    Kumar, R.
    Borah, Siddhanta
    INDUSTRIAL ROBOT-THE INTERNATIONAL JOURNAL OF ROBOTICS RESEARCH AND APPLICATION, 2023, 50 (01): : 107 - 121
  • [32] A pipeline framework for robot maze navigation using computer vision, path planning and communication protocols
    Rodriguez-Tirado, Areli
    Magallan-Ramirez, Daniela
    David Martinez-Aguilar, Jorge
    Moreno-Garcia, Carlos Francisco
    Balderas, David
    Lopez-Caudana, Edgar
    2020 13TH INTERNATIONAL CONFERENCE ON DEVELOPMENTS IN ESYSTEMS ENGINEERING (DESE 2020), 2020, : 152 - 157
  • [33] Mobile Robot Navigation System Using Reinforcement Learning with Path Planning Algorithm
    Andarge, E.W.
    Ordys, A.
    Abebe, Y.M.
    Acta Physica Polonica A, 2024, 146 (04) : 452 - 456
  • [34] Path Planning for Robot Navigation using View Sequences
    Mendes, Mateus
    Paulo Coimbra, A.
    Crisostomo, Manuel M.
    WORLD CONGRESS ON ENGINEERING, WCE 2010, VOL I, 2010, : 148 - 153
  • [35] Navigation of an Autonomous Mobile Robot Using Intelligent Hybrid Technique
    Mohanty, Prases K.
    Parhi, Dayal R.
    2012 IEEE INTERNATIONAL CONFERENCE ON ADVANCED COMMUNICATION CONTROL AND COMPUTING TECHNOLOGIES (ICACCCT), 2012, : 136 - 140
  • [36] Autonomous robot navigation using vision and sensor based algorithm
    Bhandari, Susmita
    Mathis, Allison
    Mohiuddin, Kashif
    Pietrocola, David
    Restrepo, Maria
    Ahlgren, David J.
    INTELLIGENT ROBOTS AND COMPUTER VISION XXIV: ALGORITHMS, TECHNIQUES, AND ACTIVE VISION, 2006, 6384
  • [37] Autonomous mobile robot navigation using active stereo vision
    Ohya, A
    Kawai, D
    Yuta, S
    INTELLIGENT AUTONOMOUS SYSTEMS 6, 2000, : 1041 - 1048
  • [38] Vision based navigation system of autonomous mobile robot - (Planning of Landmark Sensing considering environmental conditions)
    Ito, S
    Fukuda, T
    Arai, F
    Abe, Y
    Tanaka, Y
    JSME INTERNATIONAL JOURNAL SERIES C-MECHANICAL SYSTEMS MACHINE ELEMENTS AND MANUFACTURING, 1999, 42 (02): : 383 - 391
  • [39] A Method for Path Planning of Autonomous Robot Using A* Algorithm
    Xu, Hao
    Xu, Xiangrong
    Li, Yan
    Zhu, Xiaosheng
    Song, Chongzhi
    Wang, Lifang
    2013 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND BIOMIMETICS (ROBIO), 2013, : 2322 - 2327
  • [40] Autonomous path planning navigation system used for site characterization
    Rankin, AL
    Crane, CD
    Armstrong, DG
    Nease, AD
    Brown, HE
    NAVIGATION AND CONTROL TECHNOLOGIES FOR UNMANNED SYSTEMS, 1996, 2738 : 176 - 186