Design of a novel mixed interval type-2 fuzzy logic controller for 2-DOF robot manipulator with payload

被引:16
|
作者
Kumar, Anupam [1 ]
Raj, Ritu [2 ]
Kumar, Amit [3 ]
Verma, Bharat [4 ]
机构
[1] Natl Inst Technol, ECE Dept, Patna, India
[2] Indian Inst Informat Technol Kota, ECE Dept, Jaipur, India
[3] Indian Inst Informat Technol Kota, CSE Dept, Jaipur, India
[4] LNM Inst Informat Technol, ECE Dept, Jaipur, India
关键词
Interval type-2 fuzzy logic control; Coupling FLC; Coupling GWO algorithm; Robot manipulator; Parameter uncertainties; External noise; Load disturbances; PID CONTROLLER; PERFORMANCE ANALYSIS; MOBILE-ROBOT; SYSTEMS; ALGORITHM;
D O I
10.1016/j.engappai.2023.106329
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 investigates a novel coupling-based mixed interval type-2 fuzzy logic controller (MIT2FLC) for trajectory tracking problems of highly nonlinear and complex robot manipulator plants. The major impediment for these types of plants is coupling between the robotic links at the time of operation. In addition, the performances of these plants are adversely affected by parameter uncertainties, random noise and external disturbances. Therefore, the MIT2FLC approach with an additional degree of freedom in the membership functions is proposed to efficiently deal with the problem of uncertainty and provide robust performance. The Grey wolf optimization (GWO) is implemented to calculate the optimal parameters of the proposed controller. For checking the performance, the MIT2FLC approach is compared with its type-1 fuzzy counterparts, namely mixed type-1 fuzzy logic controller (MT1FLC), type-1 fuzzy logic controller (T1FLC) and PID controllers. Robustness analysis of the proposed controller is investigated for external disturbances, varying system parameters, and random noise.
引用
收藏
页数:15
相关论文
共 50 条
  • [21] Design of Interval Type-2 Fractional-Order Fuzzy Logic Controller for Redundant Robot with Artificial Bee Colony
    Kumar, Anupam
    Kumar, Vijay
    ARABIAN JOURNAL FOR SCIENCE AND ENGINEERING, 2019, 44 (03) : 1883 - 1902
  • [22] The Discussion on Interval Type-2 Fuzzy Logic Controller with Stewart Platform
    Huang, Chin-I
    Shen, Meng-Shiuan
    2012 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS (FUZZ-IEEE), 2012,
  • [23] Interval Type-2 Fuzzy Logic Controller of Heat Exchanger Systems
    Wati, Dwi Ana Ratna
    Jayanti, Putri Nurul
    PROCEEDINGS OF 2013 3RD INTERNATIONAL CONFERENCE ON INSTRUMENTATION, COMMUNICATIONS, INFORMATION TECHNOLOGY, AND BIOMEDICAL ENGINEERING (ICICI-BME), 2013, : 141 - 146
  • [24] Evolving an interval type-2 fuzzy PID controller for the redundant robotic manipulator
    Kumar, Anupam
    Kumar, Vijay
    EXPERT SYSTEMS WITH APPLICATIONS, 2017, 73 : 161 - 177
  • [25] 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
  • [26] Formation Control of Leader-Follower Robot Using Interval Type-2 Fuzzy Logic Controller
    Fitriana, Gita Fadila
    Husnawati, Husnawati
    Nurmaini, Siti
    2017 INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING AND COMPUTER SCIENCE (ICECOS), 2017, : 44 - 49
  • [27] Interval type-2 fuzzy logic systems: Theory and design
    Liang, QL
    Mendel, JM
    IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2000, 8 (05) : 535 - 550
  • [28] Systematic design of a stable type-2 fuzzy logic controller
    Castillo, Oscar
    Aguilar, Luis
    Cazarez, Nohe
    Melin, Patricia
    FORGING NEW FRONTIERS: FUZZY PIONEERS II, 2008, 218 : 319 - 331
  • [29] Systematic design of a stable type-2 fuzzy logic controller
    Castillo, Oscar
    Aguilar, Luis
    Cazarez, Nohe
    Cardenas, Selene
    APPLIED SOFT COMPUTING, 2008, 8 (03) : 1274 - 1279
  • [30] Design of SIRMs connected interval type-2 fuzzy logic controller based on prior knowledge
    Li, Chengdong
    Yi, Jianqiang
    Dongnan Daxue Xuebao (Ziran Kexue Ban)/Journal of Southeast University (Natural Science Edition), 2009, 39 (SUPPL. 1): : 57 - 61