Fuzzy Configuration Space for Moving Obstacle Avoidance of Autonomous Mobile Robots

被引:0
|
作者
Guerra, Jorge [1 ]
Nobuhara, Hajime [1 ]
Hirota, Kaoru [1 ]
机构
[1] Tokyo Inst Technol, Interdisciplinary Grad Sch Sci & Engn, Dept Computat Intelligence & Syst Sci, Midori Ku, G3-49,4259 Nagatsuta, Yokohama, Kanagawa 2268502, Japan
关键词
mobile robot; fuzzy configuration space; path planning; fuzzy proximity measure; multithreaded models;
D O I
10.20965/jaciii.2006.p0026
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A fuzzy configuration space description method that provides the path planning solution for autonomous mobile robots in dynamically changing environment is proposed based on a hybrid planning algorithm that combines total solutions and reactive control through fuzzy proximity measures. The system (made with C++) that monitors and controls mobile robots remotely is created using a multithreaded model while taking advantage of high performance OpenGL routines to counter the increase in computational cost generated by this approach. Experiments on a real Lego robot are performed using a personal computer with a 1.5GHz Pentium4 CPU and a CCD camera. The efficiency of the hybrid algorithm and the potential of this approach, as a distributed system, in greatly changing dynamic environments are shown. The system provides a starting point for further development of distributed robotic systems, for application in human support tasks where interaction with nonprecise human behaviors are better mentioned with fuzzy parameters.
引用
收藏
页码:26 / 34
页数:9
相关论文
共 50 条
  • [41] Stereovision-Based Obstacle Avoidance Procedure for Autonomous Mobile Platforms
    Polanczyk, Maciej
    Owczarek, Agnieszka
    Strzelecki, Michal
    Slot, Krzysztof
    HYBRID ARTIFICIAL INTELLIGENT SYSTEMS, PART I, 2011, 6678 : 206 - 213
  • [42] Development of collision avoidance system for multiple autonomous mobile robots
    Hou, Yew Cheong
    Mohamed Sahari, Khairul Salleh
    Weng, Leong Yeng
    Foo, Hong Kah
    Abd Rahman, Nur Aira
    Atikah, Nurul Anis
    Homod, Raad Z.
    INTERNATIONAL JOURNAL OF ADVANCED ROBOTIC SYSTEMS, 2020, 17 (04)
  • [43] Dynamic Obstacle Avoidance of Mobile Robots Using Real-Time Q-learning
    Kim, HoWon
    Lee, WonChang
    2022 INTERNATIONAL CONFERENCE ON ELECTRONICS, INFORMATION, AND COMMUNICATION (ICEIC), 2022,
  • [44] Application of GMDH algorithms in the obstacle recognition problem for autonomous mobile robots
    Tyryshkin A.V.
    Andrakhanov A.A.
    Pattern Recognition and Image Analysis, 2009, 19 (1) : 197 - 203
  • [45] Autonomous navigation and obstacle avoidance of an omnidirectional mobile robot using swarm optimization and sensors deployment
    Ajeil, Fatin Hassan
    Ibraheem, Ibraheem Kasim
    Azar, Ahmad Taher
    Humaidi, Amjad J.
    INTERNATIONAL JOURNAL OF ADVANCED ROBOTIC SYSTEMS, 2020, 17 (03)
  • [46] Design and Fabrication of an Autonomous Mobile Robot for Obstacle Avoidance and Path Planning in Partially Known Environment
    Sharma, Deep
    Dwivedy, S. K.
    MEMS, NANO AND SMART SYSTEMS, PTS 1-6, 2012, 403-408 : 3917 - 3924
  • [47] Obstacle avoidance of mobile robots using modified artificial potential field algorithm
    Rostami, Seyyed Mohammad Hosseini
    Sangaiah, Arun Kumar
    Wang, Jin
    Liu, Xiaozhu
    EURASIP JOURNAL ON WIRELESS COMMUNICATIONS AND NETWORKING, 2019, 2019 (1)
  • [48] Obstacle avoidance of mobile robots using modified artificial potential field algorithm
    Seyyed Mohammad Hosseini Rostami
    Arun Kumar Sangaiah
    Jin Wang
    Xiaozhu Liu
    EURASIP Journal on Wireless Communications and Networking, 2019
  • [49] Obstacle Avoidance Using Wall-Following Strategy for Indoor Mobile Robots
    Al-Mutib, Khalid
    Abdessemed, Foudil
    Faisal, Mohammed
    Ramdane, Hedjar
    Alsulaiman, Mansour
    Bencherif, Mohammed
    2016 2ND IEEE INTERNATIONAL SYMPOSIUM ON ROBOTICS AND MANUFACTURING AUTOMATION (ROMA), 2016,
  • [50] Genetic algorithm based path planning and dynamic obstacle avoidance of mobile robots
    Han, WG
    Baek, SM
    Kuc, TY
    SMC '97 CONFERENCE PROCEEDINGS - 1997 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS, VOLS 1-5: CONFERENCE THEME: COMPUTATIONAL CYBERNETICS AND SIMULATION, 1997, : 2747 - 2751