Simulation and Visualization of Intelligent MIMO-ANFIS-Based Control System in Virtual Reality using MATLAB and V-Rep

被引:0
|
作者
Abdulghani, Mokhles M. [1 ]
Walters, Wilbur L. [1 ]
Abed, Khalid H. [1 ]
机构
[1] Jackson State Univ, Jackson, MS 39217 USA
关键词
MIMO ANFIS; V-Rep; Obstacle avoidance Control; MATLAB; Simulink; 3D simulation; Real-time Control; ANFIS;
D O I
10.1109/CSCI62032.2023.00082
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The noteworthy increase in processing power of computers with the excess of open software and hardware standards has significantly changed the landscape in the field of 3D virtual robotics simulation platforms. Employing software computing tools, such as fuzzy logic, neural networks, and genetic algorithms, encouraged researchers to design intelligent systems that mimic human behavior. Designing a Multiple-Input Multiple-Output (MIMO) control system using Adaptive Nuero-Fuzzy System (ANFIS) offers easy and reliable solutions to generate the desired outputs without the need for a complex mathematical model. This paper shows a MATLAB-based MIMO ANFIS control system for two different robotic systems: a two-wheel drive (2WD) mobile robot and a six-degree of freedom (6DOF) robotic arm. The Virtual Robot Experimentation Platform (V-Rep) has been used to test the designed systems through a direct interface with the MATLAB Simulink. The results showed an acceptable error value of 0.002% in generating the desired outputs of the 2WD robot. On the other hand, the performance of the implemented ANFIS controller for the 6DOF robotic arm showed a high error value of 30% if the proposed method is used to design MIMO-ANFIS control system.
引用
收藏
页码:466 / 471
页数:6
相关论文
共 27 条
  • [1] Virtual navigation of mobile robot in V-REP using hybrid ANFIS-PSO controller
    Brahami, Amal
    Mellah, Rabah
    Guermah, Said
    CONTROL ENGINEERING AND APPLIED INFORMATICS, 2024, 26 (01): : 25 - 35
  • [2] Kinematics Modelling and Co-simulation Research of a Novel Electrical Optical Cable Pruning Robot Using V-REP and MATLAB
    Li, Chao
    Yang, Y. F.
    Dian, S. Y.
    3RD INTERNATIONAL CONFERENCE ON AUTOMATION, CONTROL AND ROBOTICS ENGINEERING (CACRE 2018), 2018, 428
  • [3] SIMULATION AND VISUALIZATION OF DYNAMIC SYSTEMS IN VIRTUAL REALITY USING SOLIDWORKS, MATLAB/SIMULINK, AND UNITY
    Akharas, Ismail
    Hennessey, Michael P.
    Tornoe, Eric J.
    PROCEEDINGS OF THE ASME 2020 INTERNATIONAL MECHANICAL ENGINEERING CONGRESS AND EXPOSITION, IMECE2020, VOL 7A, 2020,
  • [4] Intelligent driving training simulation system based on virtual reality
    Fan, J
    Xiong, LR
    2003 IEEE INTELLIGENT TRANSPORTATION SYSTEMS PROCEEDINGS, VOLS. 1 & 2, 2003, : 27 - 30
  • [5] Dynamic Simulation for MAS-Based Data Acquisition and Pre-processing in Manufacturing Using V-REP
    Peres, Ricardo Silva
    Rocha, Andre Dionisio
    Barata, Jose
    TECHNICAL INNOVATION FOR SMART SYSTEMS (DOCEIS 2017), 2017, 499 : 125 - 134
  • [6] Design of the intelligent control system of telerobot based on virtual reality
    Cui, Feng
    Zhang, Minglu
    Guo, Shenghui
    ICICIC 2006: FIRST INTERNATIONAL CONFERENCE ON INNOVATIVE COMPUTING, INFORMATION AND CONTROL, VOL 1, PROCEEDINGS, 2006, : 364 - +
  • [7] Virtual reality based intelligent vehicle modeling in driving SIMULATION system
    He, Han-wu
    Lu, Yong-ming
    Lou, Yan
    7TH INTERNATIONAL CONFERENCE ON COMPUTER-AIDED INDUSTRIAL DESIGN & CONCEPTUAL DESIGN, 2006, : 762 - +
  • [8] The Simulation of Conveyor Control System Using the Virtual Commissioning and Virtual Reality
    Ruzarovsky, Roman
    Holubek, Radovan
    Sobrino, Daynier Rolando Delgado
    Janicek, Matej
    ADVANCES IN SCIENCE AND TECHNOLOGY-RESEARCH JOURNAL, 2018, 12 (04): : 164 - 171
  • [9] Virtual reality based simulation system of integrated intelligent control for ship motion and main power plant
    Guo, C
    Shen, ZP
    Sun, JB
    Shi, CJ
    Sun, CQ
    PROCEEDINGS OF THE CHINA ASSOCIATION FOR SCIENCE AND TECHNOLOGY, VOL 1, NO 2, 2004, : 29 - 34
  • [10] An Immersive Nuclear Power Intelligent Control System Based on Virtual Reality
    Mu, Zhenhai
    Hu, Qinghui
    Liu, Mian
    2017 INTERNATIONAL CONFERENCE ON SMART GRID AND ELECTRICAL AUTOMATION (ICSGEA), 2017, : 151 - 154