Line follower mobile robots with adaptive PID control utilizing kinematic model
How to accurately direct a mobile robot to follow a certain path is the main problem with line follower robots. The design and execution of an intricate line follower mission are demonstrated in this research using Matlab Simulink. Using software that simulates the motion of a mobile robot along a c...
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| Published in | AIP conference proceedings Vol. 2991; no. 1 |
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| Main Authors | , , , , |
| Format | Journal Article Conference Proceeding |
| Language | English |
| Published |
Melville
American Institute of Physics
07.06.2024
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| Subjects | |
| Online Access | Get full text |
| ISSN | 0094-243X 1551-7616 |
| DOI | 10.1063/5.0199182 |
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| Abstract | How to accurately direct a mobile robot to follow a certain path is the main problem with line follower robots. The design and execution of an intricate line follower mission are demonstrated in this research using Matlab Simulink. Using software that simulates the motion of a mobile robot along a complex path, the proposed line follower algorithm and the offered PID controller are developed and evaluated. Due to the difficulty in selecting the PID controller’s settings, the Particle Swarm Optimization (PSO) approach is utilized to choose and optimize the parameters of the constructed PID controller. Three IR sensors are used to collect data on the mobile robot’s position in respect to the intended path. The yaw rate of the mobile robot will be controlled to maintain it on the planned route by changing the speed of the actuators. The simulation findings show that a mobile robot’s mobility may be maintained even when undertaking complex maneuvers. The hardware design of the robot system is completed using the mobile robot. The real-world results show that a mobile robot and a simulation function almost identically. The yaw rate of the mobile robot will be controlled to maintain it on the planned route by changing the speed of the actuators. The simulation findings show that a mobile robot’s mobility may be maintained even when undertaking complex maneuvers. The hardware design of the robot system is completed using the mobile robot. The real-world results show that a mobile robot and a simulation function almost identically. |
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| AbstractList | How to accurately direct a mobile robot to follow a certain path is the main problem with line follower robots. The design and execution of an intricate line follower mission are demonstrated in this research using Matlab Simulink. Using software that simulates the motion of a mobile robot along a complex path, the proposed line follower algorithm and the offered PID controller are developed and evaluated. Due to the difficulty in selecting the PID controller’s settings, the Particle Swarm Optimization (PSO) approach is utilized to choose and optimize the parameters of the constructed PID controller. Three IR sensors are used to collect data on the mobile robot’s position in respect to the intended path. The yaw rate of the mobile robot will be controlled to maintain it on the planned route by changing the speed of the actuators. The simulation findings show that a mobile robot’s mobility may be maintained even when undertaking complex maneuvers. The hardware design of the robot system is completed using the mobile robot. The real-world results show that a mobile robot and a simulation function almost identically. The yaw rate of the mobile robot will be controlled to maintain it on the planned route by changing the speed of the actuators. The simulation findings show that a mobile robot’s mobility may be maintained even when undertaking complex maneuvers. The hardware design of the robot system is completed using the mobile robot. The real-world results show that a mobile robot and a simulation function almost identically. |
| Author | Thamrin, Ismail Utami, Nurhabibah Paramitha Eka Arrashid, Harun Leman, Zulkarnain Ali Agustio, Leo |
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| Editor | Rahim, Irfan Abd Rahim, Shayfull Zamree Abd Abdellah, Abdellah El-Hadj Țîțu, Aurel Mihail Saad, Mohd Nasir Mat |
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| References | Das, Chakraborty, Ray, Bhattacharjee, Neogi (c10) 2012 Borase, Maghade, Sondkar, Pawar (c9) 2021 Hasan, Abbas (c5) 2020 Zulkarnain, Ariff, Hamid (c12) 2018 Lopez-Rodriguez, Cuesta (c1) 2021 Shakouri, Ordys, Askari (c6) 2012 Sun, Zhang, Xi, Tian (c7) 2018 Hafizah, Hairi, Hudha, Abdul (c14) 2017 Töro, Bécsi, Aradi (c4) 2016 Wang, Wang (c8) 2021 Oliveira, Moreira, Silva (c2) 2021 Vartika, Singh, Das, Mishra, Sahu (c11) 2021 |
| References_xml | – start-page: 1 year: 2021 ident: c1 publication-title: Appl. Sci. – year: 2018 ident: c7 publication-title: Energies – start-page: 1 year: 2012 ident: c10 publication-title: Int. J. Sci. Res. Publ. – start-page: 225 year: 2017 ident: c14 publication-title: J. Intell. Robot Syst. – start-page: 1583 year: 2018 ident: c12 publication-title: Telkomnika (Telecommunication Comput. Electron. Control. – start-page: 1 year: 2021 ident: c2 publication-title: Robotics – start-page: 3173 year: 2020 ident: c5 publication-title: Telkomnika (Telecommunication Comput. Electron. Control. – start-page: 818 year: 2021 ident: c9 publication-title: Int. J. Dyn. Control – start-page: 622 year: 2012 ident: c6 publication-title: ISA Trans. – start-page: 823 year: 2021 ident: c8 publication-title: J. Manuf. Syst. – start-page: 391 year: 2021 ident: c11 – start-page: 60 year: 2016 ident: c4 publication-title: Period. Polytech. Transp. Eng. |
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| Snippet | How to accurately direct a mobile robot to follow a certain path is the main problem with line follower robots. The design and execution of an intricate line... |
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| SubjectTerms | Actuators Adaptive control Algorithms Controllers Hardware Kinematics Maneuvers Particle swarm optimization Proportional integral derivative Robot control Robot dynamics Robots Simulation Yaw |
| Title | Line follower mobile robots with adaptive PID control utilizing kinematic model |
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