Motion planning in dynamic and unknown environment using an Interval Type-2 TSK fuzzy logic controller

被引:0
|
作者
Baklouti, Nesrine [1 ]
Alimi, Adel M. [1 ]
机构
[1] Univ Sfax, Natl Sch Engn, Res Grp Intelligent Machines, Sfax 3038, Tunisia
来源
2007 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, VOLS 1-4 | 2007年
关键词
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
Motion planning of mobile robots in unknown and dynamic environments is faced with a large amount of uncertainties. Such those uncertainties we find; the measurement noise, the membership function's translations, data uncertainties ... In fact, the known type of fuzzy logic (FL), Type-1, gave some solutions. But, in the last few years, new trends and theory in FL have been appeared, proposing by thus the Type-2 Fuzzy Logic Systems (Type-2 FLSs) which can handle and minimize the effects of the cited uncertainties with a better performance. This paper deals with the design of an Interval Type-2 fuzzy logic controller for the navigation of mobile robots in unknown and dynamic environments. The obtained results are presented and are compared with the navigation using the Type-1 Fuzzy Logic system. The Type-2 FLSs provide very good results and outperform the correspondent Type-1 FLS.
引用
收藏
页码:1853 / 1858
页数:6
相关论文
共 50 条
  • [1] Developing an Interval Type-2 TSK Fuzzy Logic Controller
    Enyinna, Nnamdi
    Karimoddini, Ali
    Opoku, Daniel
    Homaifar, Abdollah
    Arnold, Shannon
    2015 ANNUAL MEETING OF THE NORTH AMERICAN FUZZY INFORMATION PROCESSING SOCIETY DIGIPEN NAFIPS 2015, 2015,
  • [2] Development of an Interval Type-2 TSK Fuzzy Logic Attitude Controller for a UAV
    Hailemichael, Abel
    Behniapoor, Mohammadreza
    Karimoddini, Ali
    2018 INTERNATIONAL CONFERENCE ON UNMANNED AIRCRAFT SYSTEMS (ICUAS), 2018, : 1003 - 1009
  • [3] Developing a computationally effective Interval Type-2 TSK Fuzzy Logic Controller
    Hailemichael, Abel
    Salaken, Syed Moshfeq
    Karimoddini, Ali
    Homaifar, Abdollah
    Khosravi, Abbas
    Nahavandi, Saeid
    JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2020, 38 (02) : 1915 - 1928
  • [4] Motion Planning in Unknown Environment using an Interval Fuzzy type-2 and Neural Network Classifier
    Nurmaini, Siti
    Hashim, Siti Zaiton Mohd
    2009 IEEE INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE FOR MEASUREMENT SYSTEMS AND APPLICATIONS, 2009, : 50 - +
  • [5] A Systematic Design of Stabilizer Controller for Interval Type-2 TSK Fuzzy Logic Systems
    Pour, Majid Khak
    Ghaemi, Sehraneh
    Badamchizadeh, Mohammad Ali
    FUZZY INFORMATION AND ENGINEERING, 2018, 10 (04) : 387 - 407
  • [6] Online learning of an interval type-2 TSK fuzzy logic controller for nonlinear systems
    Khater, A. Aziz
    El-Nagar, Ahmad M.
    El-Bardini, Mohammad
    El-Rabaie, Nabila M.
    JOURNAL OF THE FRANKLIN INSTITUTE-ENGINEERING AND APPLIED MATHEMATICS, 2019, 356 (16): : 9254 - 9285
  • [7] On the Stability of Interval Type-2 TSK Fuzzy Logic Control Systems
    Biglarbegian, Mohammad
    Melek, William W.
    Mendel, Jerry M.
    IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 2010, 40 (03): : 798 - 818
  • [8] Interval type-2 TSK fuzzy logic systems using hybrid learning algorithm
    Méndez, GM
    Castillo, O
    FUZZ-IEEE 2005: PROCEEDINGS OF THE IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS: BIGGEST LITTLE CONFERENCE IN THE WORLD, 2005, : 230 - 235
  • [9] Trajectory and Speed Control of Tracked Mobile Robot with Interval Type-2 TSK Fuzzy Logic Controller
    Dogmus, Osman
    Gunes, Mahit
    STUDIES IN INFORMATICS AND CONTROL, 2024, 33 (02): : 39 - 50
  • [10] Design of interval type-2 fuzzy logic controller
    Hsiao, Ming-Ying
    Li, Tzuu-Hseng S.
    2006 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS, VOLS 1-6, PROCEEDINGS, 2006, : 4976 - +