Navigation of an Autonomous Mobile Robot Using Intelligent Hybrid Technique

被引:0
|
作者
Mohanty, Prases K. [1 ]
Parhi, Dayal R. [1 ]
机构
[1] Natl Inst Technol, Dept Mech Engn, Rourkela, Odisha, India
关键词
ANFIS; navigation; mobile robot; NEURO-FUZZY CONTROLLER;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
The hallmark of this paper describes Adaptive Neuro-fuzzy (ANFIS) based navigation for an autonomous mobile robot in a real world cluttered environment. ANFIS has the advantage of both expert knowledge of the fuzzy inference system and the supervised learning capability of artificial neural networks. In this architecture the front obstacle distance (FOD), left obstacle distance (LOD), right obstacle distance (ROD) (from the robot) and target angle (angle to the source) are collected from the array of ultrasonic sensors mounted on a mobile robot and given as input to the ANFIS controller and output from the controller is steering angle. Finally, simulation experiments using MATLAB program have shown that, the ANFIS model is suitable and effective for path planning of a mobile robot in uncertain terrain to find and reach to target objects.
引用
收藏
页码:136 / 140
页数:5
相关论文
共 50 条
  • [1] An intelligent mobile robot navigation technique using RFID technology
    Gueaieb, Wail
    Miah, Md. Suruz
    IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2008, 57 (09) : 1908 - 1917
  • [2] Intelligent Autonomous Navigation System for the Wheeled Mobile Robot
    Dat, Truong Minh
    Nieh, Yu-Feng Neil
    Lee, Min-Fan Ricky
    Khotimah, Wijayanti Nurul
    Dat, Luu Quoc
    MANUFACTURING SCIENCE AND TECHNOLOGY, PTS 1-8, 2012, 383-390 : 1611 - +
  • [3] A novel intelligent technique for mobile robot navigation
    Yang, X
    Moallem, M
    Patel, RV
    CCA 2003: PROCEEDINGS OF 2003 IEEE CONFERENCE ON CONTROL APPLICATIONS, VOLS 1 AND 2, 2003, : 674 - 679
  • [4] Using OpenStreetMap for Autonomous Mobile Robot Navigation
    Fleischmann, Patrick
    Pfister, Thomas
    Oswald, Moritz
    Berns, Karsten
    INTELLIGENT AUTONOMOUS SYSTEMS 14, 2017, 531 : 883 - 895
  • [5] Autonomous mobile robot navigation using stereovision
    Lin, WS
    Chuang, MK
    Tien, G
    2005 IEEE INTERNATIONAL CONFERENCE ON MECHATRONICS, 2005, : 410 - 415
  • [6] Technical Vision Based Autonomous Navigation Intelligent System of a Mobile Robot
    Usov, Andrey, V
    Rzaev, Samid Sh
    Markovkina, Natalia
    PROCEEDINGS OF THE 2021 IEEE CONFERENCE OF RUSSIAN YOUNG RESEARCHERS IN ELECTRICAL AND ELECTRONIC ENGINEERING (ELCONRUS), 2021, : 724 - 727
  • [8] Analysis on Intelligent Based Navigation and Path Finding of Autonomous Mobile Robot
    Panigrahi, Prabin Kumar
    Tripathy, Hrudya Kumar
    INFORMATION SYSTEMS DESIGN AND INTELLIGENT APPLICATIONS, VOL 1, 2015, 339 : 219 - 232
  • [9] Design of an autonomous mobile robot's intelligent navigation control system
    Ning, Ke-Jun
    Yang, Ru-Qing
    Shanghai Jiaotong Daxue Xuebao/Journal of Shanghai Jiaotong University, 2006, 40 (07): : 1074 - 1078
  • [10] Multi-mobile Robot Autonomous Navigation System for Intelligent Logistics
    Gao, Kaiyuan
    Xin, Jing
    Cheng, Han
    Liu, Ding
    Li, Jiang
    2018 CHINESE AUTOMATION CONGRESS (CAC), 2018, : 2603 - 2609