Fuzzy Logic Guidance Control Systems for Autonomous Navigation Based on Omnidirectional Sensing

被引:0
|
作者
Hernandez, Danilo Caceres [1 ]
Van-Dung Hoang [1 ]
Filonenko, Alexander [1 ]
Jo, Kang-Hyun [1 ]
机构
[1] Univ Ulsan, Grad Sch Elect Engn, Intelligent Syst Lab, Ulsan 680749, South Korea
关键词
Fuzzy logic; Omnidirectional sensing; Vanishing Point; RANSAC curve fitting; DBSCAN;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Sensing in an unknown environment is one of a few challenges faced by fully autonomous navigation. Getting a head estimation with respect to the world coordinate system can definitely be a difficult task. In this paper, the authors propose a real time fuzzy logic application for autonomous navigation based on omnidirectional sensing. First, it was proposed to extract the longest segments of lines from the edge frame. Second, RANSAC curve fitting method was implemented for detecting the best curve fitting given the data set of points for each line segment. Third, the set of intersection points for each pair of curves were extracted. Fourth, the DBSCAN method was used in estimating the VP. Finally, to control the mobile robot in an unknown environment, a fuzzy logic controller by using the vanishing point (VP) was implemented. Preliminary results were gathered and tested on a group of consecutive frames. These specific methods of measurement were chosen to prove their effectiveness.
引用
收藏
页码:420 / 429
页数:10
相关论文
共 50 条
  • [1] Image based autonomous navigation with Fuzzy Logic control
    Castro, APA
    da Silva, JDS
    Simoni, PO
    IJCNN'01: INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, VOLS 1-4, PROCEEDINGS, 2001, : 2200 - 2205
  • [2] Autonomous omnidirectional mobile robot navigation based on hierarchical fuzzy systems
    Krichen, Najla
    Masmoudi, Mohamed Slim
    Derbel, Nabil
    ENGINEERING COMPUTATIONS, 2021, 38 (02) : 989 - 1023
  • [3] Fuzzy Logic Based Control for Autonomous Mobile Robot Navigation
    Omrane, Hajer
    Masmoudi, Mohamed Slim
    Masmoudi, Mohamed
    COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE, 2016, 2016
  • [4] Fuzzy logic control in autonomous ROV navigation.
    Dai, J
    Zhao, XG
    Tan, M
    2002 IEEE REGION 10 CONFERENCE ON COMPUTERS, COMMUNICATIONS, CONTROL AND POWER ENGINEERING, VOLS I-III, PROCEEDINGS, 2002, : 1566 - 1569
  • [5] Fuzzy logic mobile robot velocity control for autonomous navigation
    Baklouti, Emna
    Jallouli, Mohamed
    Ben Amor, Nader
    2015 15TH INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEMS DESIGN AND APPLICATIONS (ISDA), 2015, : 69 - 73
  • [6] Fuzzy Logic Based Speed Planning for Autonomous Navigation under Velocity Field Control
    Perez-D'Arpino, Claudia
    Medina-Melendez, Wilfredis
    Guzman, Jose
    Fermin, Leonardo
    Fernandez-Lopez, Gerardo
    2009 IEEE INTERNATIONAL CONFERENCE ON MECHATRONICS, VOLS 1 AND 2, 2009, : 225 - 230
  • [7] Fuzzy logic based autonomous skid steering vehicle navigation
    Doitsidis, L
    Valavanis, KP
    Tsourveloudis, NC
    2002 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION, VOLS I-IV, PROCEEDINGS, 2002, : 2171 - 2177
  • [8] Fuzzy Logic Guidance of a Control-Configured Autonomous Underwater Vehicle
    Peng, Xue-feng
    Zhang, Jin-ju
    Li, Peng
    2018 37TH CHINESE CONTROL CONFERENCE (CCC), 2018, : 3989 - 3993
  • [9] Fuzzy logic implementation of proportional navigation guidance
    Rajasekhar, V
    Sreenatha, AG
    ACTA ASTRONAUTICA, 2000, 46 (01) : 17 - 24
  • [10] The uses of fuzzy logic in autonomous robot navigation
    A. Saffiotti
    Soft Computing, 1997, 1 (4) : 180 - 197