Enhancement of Non-Holonomic Leader-Follower Formation Using Interval Type-2 Fuzzy Logic Controller

被引:2
|
作者
Tutuko, Bambang [1 ]
Nurmaini, Siti [1 ]
Saparudin [1 ]
Fitriana, Gita Fadila [1 ]
机构
[1] Univ Sriwijaya, Intelligent Syst Res Grp, Palembang, Indonesia
关键词
Leader-Follower Robot; Interval type-2 fuzzy logic; Formation control; Swarm robot;
D O I
10.3991/ijoe.v14i09.8568
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Robotics control system with leader-follower approach has a weakness in the case of formation failure if the leader robot fails. To overcome such problem, this paper proposes the formation control using Interval Type-2-Fuzzy Logic controller (IT2FLC). To validate the performance of the controller, simulations were performed with various environmental systems such as open spaces, complexes, circles and ovals with several parameters. The performance of IT2FLC will be compared with Type-1 Fuzzy Logic (T1FL) and Proportional Integral and Derivative (PID) controller. As the results found using IT2FLC has advantages in environmental uncertainty, sensor imprecision and inaccurate actuator. Moreover, IT2FLC produce good performance compared to T1FLC and PID controller in the above environments, in terms of small data generated in the fuzzy process, the rapid response of the leader robot to avoid collisions and stable movements of the follower robot to follow the leader's posture to reach the target without a crash. Especially in some situations when a leader robot crashes or stops due to hardware failure, the follower robot still continue move to the target without a collision.
引用
收藏
页码:124 / 142
页数:19
相关论文
共 50 条
  • [21] Leader-Follower Formation for UAV Robot Swarm Based on Fuzzy Logic Theory
    Quesada, Wilson O.
    Rodriguez, Jonathan I.
    Murillo, Juan C.
    Cardona, Gustavo A.
    Yanguas-Rojas, David
    Jaimes, Luis G.
    Calderon, Juan M.
    [J]. ARTIFICIAL INTELLIGENCE AND SOFT COMPUTING (ICAISC 2018), PT II, 2018, 10842 : 740 - 751
  • [22] Optimization of Interval Type-2 Fuzzy Logic Controller Using Quantum Genetic Algorithms
    Shill, Pintu Chandra
    Amin, Md. Faijul
    Akhand, M. A. H.
    Murase, Kazuyuki
    [J]. 2012 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS (FUZZ-IEEE), 2012,
  • [23] The Discussion on Interval Type-2 Fuzzy Logic Controller with Stewart Platform
    Huang, Chin-I
    Shen, Meng-Shiuan
    [J]. 2012 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS (FUZZ-IEEE), 2012,
  • [24] Interval Type-2 Fuzzy Logic Controller of Heat Exchanger Systems
    Wati, Dwi Ana Ratna
    Jayanti, Putri Nurul
    [J]. PROCEEDINGS OF 2013 3RD INTERNATIONAL CONFERENCE ON INSTRUMENTATION, COMMUNICATIONS, INFORMATION TECHNOLOGY, AND BIOMEDICAL ENGINEERING (ICICI-BME), 2013, : 141 - 146
  • [25] Autonomous leader-follower formation control of non-holonomic wheeled mobile robots by incremental path planning and sliding mode augmented tracking control
    Kowdiki K.H.
    Barai R.K.
    Bhattacharya S.
    [J]. International Journal of Systems, Control and Communications, 2019, 10 (03) : 191 - 217
  • [26] Design and Study of an Adaptive Fuzzy Logic-Based Controller for Wheeled Mobile Robots Implemented in the Leader-Follower Formation Approach
    Medjoubi, Halima
    Yassine, Abdessemad
    Abdelouahab, Hassam
    [J]. ENGINEERING TECHNOLOGY & APPLIED SCIENCE RESEARCH, 2021, 11 (02) : 6935 - 6942
  • [27] Design of Buck Converter Based on Interval Type-2 Fuzzy Logic Controller
    Asy'ari, Muhammad Khamim
    Musyafa, Ali
    [J]. 2018 INTERNATIONAL SEMINAR ON INTELLIGENT TECHNOLOGY AND ITS APPLICATIONS (ISITIA 2018), 2018, : 153 - 156
  • [28] Development of an Interval Type-2 TSK Fuzzy Logic Attitude Controller for a UAV
    Hailemichael, Abel
    Behniapoor, Mohammadreza
    Karimoddini, Ali
    [J]. 2018 INTERNATIONAL CONFERENCE ON UNMANNED AIRCRAFT SYSTEMS (ICUAS), 2018, : 1003 - 1009
  • [29] Developing a computationally effective Interval Type-2 TSK Fuzzy Logic Controller
    Hailemichael, Abel
    Salaken, Syed Moshfeq
    Karimoddini, Ali
    Homaifar, Abdollah
    Khosravi, Abbas
    Nahavandi, Saeid
    [J]. JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2020, 38 (02) : 1915 - 1928
  • [30] Leader-Follower Formation Control of Nonholonomic Robots with Fuzzy Logic Based Approach for Obstacle Avoidance
    Ghommam, Jawhar
    Mehrjerdi, Hasan
    Saad, Maarouf
    [J]. 2011 IEEE/RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS, 2011,