Path Planning for a mobile robot using fuzzy logic controller tuned by GA

被引:0
|
作者
Hassanzadeh, Iraj [1 ]
Sadigh, Sevil M. [1 ]
机构
[1] Univ Tabriz, Fac Elect & Comp Engn, Tabriz, Iran
关键词
FLC; genetic algorithm; Khepera II; path planning;
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
This paper presents a fuzzy logic controller tuned by genetic algorithm (GA) for path planning near the optimal time to avoid obstacles in unknown environments. A GA is applied to modify the input and output membership functions of the fuzzy controller. A Matlab application, Kiks II, is used to simulate a Khepera, II robot. Also, this approach is implemented by Khepera II robot. It is also shown that the proposed method outperforms the FLC approach.
引用
收藏
页码:272 / 276
页数:5
相关论文
共 50 条
  • [41] Application of Fuzzy Logic and PID Controller for Mobile Robot Navigation
    Babunski, Darko
    Berisha, Jakup
    Zaev, Emil
    Bajrami, Xhevahir
    [J]. 2020 9TH MEDITERRANEAN CONFERENCE ON EMBEDDED COMPUTING (MECO), 2020, : 680 - 683
  • [42] Dynamic Path Planning for Autonomous Mobile Robot using Minimum Fuzzy Rule Based Controller with Avoidance of Moving Obstacles
    Kashyap, Abhishek Kumar
    Lagaza, Kevin Pirewa
    Pandey, Anish
    [J]. 2018 INTERNATIONAL CONFERENCE ON RECENT INNOVATIONS IN ELECTRICAL, ELECTRONICS & COMMUNICATION ENGINEERING (ICRIEECE 2018), 2018, : 3330 - 3335
  • [43] A Fuzzy Logic Controller tuned with PSO for 2 DOF robot trajectory control
    Bingul, Zafer
    Karahan, Oguzhan
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2011, 38 (01) : 1017 - 1031
  • [44] Development of a Path Planning Algorithms and Controller Design for Mobile Robot
    Al-Araji, Ahmed Sabah
    Ahmed, Attarid K.
    Hamzah, Mohammed K.
    [J]. 2018 THIRD SCIENTIFIC CONFERENCE OF ELECTRICAL ENGINEERING (SCEE), 2018, : 72 - 77
  • [45] Motion planning of mobile robot using Fuzzy-GA method along with Three Path concept in dynamic environment
    Singh, Sapam Jitu
    Roy, Sudipta
    Singh, Khumanthem Manglem
    Khelchandra, Thongam
    [J]. JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2018, 35 (02) : 1445 - 1457
  • [46] Obstacles Avoidance for Mobile Robot Using Type-2 Fuzzy Logic Controller
    Al-Mallah, Mohammad
    Ali, Mohammad
    Al-Khawaldeh, Mustafa
    [J]. ROBOTICS, 2022, 11 (06)
  • [47] Trajectory tracking control of a mobile robot using fuzzy logic controller with optimal parameters
    Tolossa, Tesfaye Deme
    Gunasekaran, Manavaalan
    Halder, Kaushik
    Verma, Hitendra Kumar
    Parswal, Shyam Sundar
    Jorwal, Nishant
    Joseph, Felix Orlando Maria
    Hote, Yogesh Vijay
    [J]. ROBOTICA, 2024, : 2801 - 2824
  • [48] Optimization of Fuzzy Logic Controller using PSO for Mobile Robot Navigation in an Unknown Environment
    Algabri, Mohammed
    Ramdane, Hedjar
    Mathkour, Hassan
    Al-Mutib, Khalid
    Alsulaiman, Mansour
    [J]. ENGINEERING AND MANUFACTURING TECHNOLOGIES, 2014, 541-542 : 1053 - +
  • [49] Target Tracking in Mobile Robot under Uncertain Environment using Fuzzy Logic Controller
    Handayani, Ade Silvia
    Dewi, Tresna
    Husni, Nyayu Latifah
    Nurmaini, Siti
    Yani, Irsyadi
    [J]. 2017 4TH INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING, COMPUTER SCIENCE AND INFORMATICS (EECSI), 2017, : 30 - 34
  • [50] Design of fuzzy logic based mobile robot position controller using genetic algorithm
    Lacevic, Bakir
    Velagic, Jasmin
    Osmic, Nedim
    [J]. 2007 IEEE/ASME INTERNATIONAL CONFERENCE ON ADVANCED INTELLIGENT MECHATRONICS, VOLS 1-3, 2007, : 512 - 517