Speed control of wheeled mobile robot by nature-inspired social spider algorithm-based PID controller

: Mobile robot is an automatic vehicle with wheels that can be moved automatically from one place to another. A motor is built on its wheels for mobility purposes, which is controlled using a controller. DC motor speed is controlled by the proportional integral derivative (PID) controller. Kinematic...

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Main Authors: Khan, Huma, Khatoon, Shahida, Gaur, Prerna, Abbas, Mohamed, Saleel, Chanduveetil Ahamed, Khan, Sher Afghan
Format: Article
Language:English
English
Published: Multidisciplinary Digital Publishing Institute (MDPI) 2023
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Online Access:http://irep.iium.edu.my/104469/1/processes-11-01202.pdf
http://irep.iium.edu.my/104469/7/104469_%20Speed%20Control%20of%20Wheeled%20Mobile%20Robot%20by%20Nature-Inspired%20Social%20Spider%20Algorithm-Based%20PID%20Controller%20_%20SCOPUS.pdf
http://irep.iium.edu.my/104469/
https://www.mdpi.com/2227-9717/11/4/1202
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spelling my.iium.irep.1044692023-12-31T04:12:09Z http://irep.iium.edu.my/104469/ Speed control of wheeled mobile robot by nature-inspired social spider algorithm-based PID controller Khan, Huma Khatoon, Shahida Gaur, Prerna Abbas, Mohamed Saleel, Chanduveetil Ahamed Khan, Sher Afghan TK Electrical engineering. Electronics Nuclear engineering : Mobile robot is an automatic vehicle with wheels that can be moved automatically from one place to another. A motor is built on its wheels for mobility purposes, which is controlled using a controller. DC motor speed is controlled by the proportional integral derivative (PID) controller. Kinematic modeling is used in our work to understand the mechanical behavior of robots for designing the appropriate mobile robots. Right and left wheel velocity and direction are calculated by using the kinematic modeling, and the kinematic modeling is given to the PID controller to gain the output. Motor speed is controlled by the PID low-level controller for the robot mobility; the speed controlling is done using the constant values Kd, Kp, and Ki which depend on the past, future, and present errors. For better control performance, the integral gain, differential gain, and proportional gain are adjusted by the PID controller. Robot speed may vary by changing the direction of the vehicle, so to avoid this the Social Spider Optimization (SSO) algorithm is used in PID controllers. PID controller parameter tuning is hard by using separate algorithms, so the parameters are tuned by the SSO algorithm which is a novel nature-inspired algorithm. The main goal of this paper is to demonstrate the effectiveness of the proposed approach in achieving precise speed control of the robot, particularly in the presence of disturbances and uncertainties. Multidisciplinary Digital Publishing Institute (MDPI) 2023-04-13 Article PeerReviewed application/pdf en http://irep.iium.edu.my/104469/1/processes-11-01202.pdf application/pdf en http://irep.iium.edu.my/104469/7/104469_%20Speed%20Control%20of%20Wheeled%20Mobile%20Robot%20by%20Nature-Inspired%20Social%20Spider%20Algorithm-Based%20PID%20Controller%20_%20SCOPUS.pdf Khan, Huma and Khatoon, Shahida and Gaur, Prerna and Abbas, Mohamed and Saleel, Chanduveetil Ahamed and Khan, Sher Afghan (2023) Speed control of wheeled mobile robot by nature-inspired social spider algorithm-based PID controller. Processes, 11 (4). pp. 1-21. E-ISSN 2227-9717 https://www.mdpi.com/2227-9717/11/4/1202 10.3390/pr11041202
institution Universiti Islam Antarabangsa Malaysia
building IIUM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider International Islamic University Malaysia
content_source IIUM Repository (IREP)
url_provider http://irep.iium.edu.my/
language English
English
topic TK Electrical engineering. Electronics Nuclear engineering
spellingShingle TK Electrical engineering. Electronics Nuclear engineering
Khan, Huma
Khatoon, Shahida
Gaur, Prerna
Abbas, Mohamed
Saleel, Chanduveetil Ahamed
Khan, Sher Afghan
Speed control of wheeled mobile robot by nature-inspired social spider algorithm-based PID controller
description : Mobile robot is an automatic vehicle with wheels that can be moved automatically from one place to another. A motor is built on its wheels for mobility purposes, which is controlled using a controller. DC motor speed is controlled by the proportional integral derivative (PID) controller. Kinematic modeling is used in our work to understand the mechanical behavior of robots for designing the appropriate mobile robots. Right and left wheel velocity and direction are calculated by using the kinematic modeling, and the kinematic modeling is given to the PID controller to gain the output. Motor speed is controlled by the PID low-level controller for the robot mobility; the speed controlling is done using the constant values Kd, Kp, and Ki which depend on the past, future, and present errors. For better control performance, the integral gain, differential gain, and proportional gain are adjusted by the PID controller. Robot speed may vary by changing the direction of the vehicle, so to avoid this the Social Spider Optimization (SSO) algorithm is used in PID controllers. PID controller parameter tuning is hard by using separate algorithms, so the parameters are tuned by the SSO algorithm which is a novel nature-inspired algorithm. The main goal of this paper is to demonstrate the effectiveness of the proposed approach in achieving precise speed control of the robot, particularly in the presence of disturbances and uncertainties.
format Article
author Khan, Huma
Khatoon, Shahida
Gaur, Prerna
Abbas, Mohamed
Saleel, Chanduveetil Ahamed
Khan, Sher Afghan
author_facet Khan, Huma
Khatoon, Shahida
Gaur, Prerna
Abbas, Mohamed
Saleel, Chanduveetil Ahamed
Khan, Sher Afghan
author_sort Khan, Huma
title Speed control of wheeled mobile robot by nature-inspired social spider algorithm-based PID controller
title_short Speed control of wheeled mobile robot by nature-inspired social spider algorithm-based PID controller
title_full Speed control of wheeled mobile robot by nature-inspired social spider algorithm-based PID controller
title_fullStr Speed control of wheeled mobile robot by nature-inspired social spider algorithm-based PID controller
title_full_unstemmed Speed control of wheeled mobile robot by nature-inspired social spider algorithm-based PID controller
title_sort speed control of wheeled mobile robot by nature-inspired social spider algorithm-based pid controller
publisher Multidisciplinary Digital Publishing Institute (MDPI)
publishDate 2023
url http://irep.iium.edu.my/104469/1/processes-11-01202.pdf
http://irep.iium.edu.my/104469/7/104469_%20Speed%20Control%20of%20Wheeled%20Mobile%20Robot%20by%20Nature-Inspired%20Social%20Spider%20Algorithm-Based%20PID%20Controller%20_%20SCOPUS.pdf
http://irep.iium.edu.my/104469/
https://www.mdpi.com/2227-9717/11/4/1202
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score 13.160551