Implementation of PID based controller tuned by Evolutionary Algorithm for Double Link Flexible Robotic Manipulator

The paper investigates the development of intelligent hybrid collocated and non-collocated PID controller for hub motion and end point vibration suppression of doublelink flexible robotic manipulator. The system was modeled using multi-layer perceptron neural network structure based on Nonlinear Aut...

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Main Authors: Annisa, Jamali, Intan Zaurah, Mat Darus, Shahrol, Mohamaddan, Mohammad Osman, Tokhi
Format: Proceeding
Language:English
Published: 2018
Subjects:
Online Access:http://ir.unimas.my/id/eprint/23460/1/Implementation%20of%20PID%20Based%20Controller%20Tuned%20by%20Evolutionary%20%28abs%29.pdf
http://ir.unimas.my/id/eprint/23460/
https://www.researchgate.net/publication/328460242_Implementation_of_PID_Based_Controller_Tuned_by_Evolutionary_Algorithm_for_Double_Link_Flexible_Robotic_Manipulator
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spelling my.unimas.ir.234602024-01-24T03:43:22Z http://ir.unimas.my/id/eprint/23460/ Implementation of PID based controller tuned by Evolutionary Algorithm for Double Link Flexible Robotic Manipulator Annisa, Jamali Intan Zaurah, Mat Darus Shahrol, Mohamaddan Mohammad Osman, Tokhi TJ Mechanical engineering and machinery TK Electrical engineering. Electronics Nuclear engineering The paper investigates the development of intelligent hybrid collocated and non-collocated PID controller for hub motion and end point vibration suppression of doublelink flexible robotic manipulator. The system was modeled using multi-layer perceptron neural network structure based on Nonlinear Autoregressive Exogenous (NARX) model. The hybrid controllers are incorporated with optimization algorithm that is ABC and PSO to find out the parameters of the PID controllers. Numerical simulation was carried out in MATLAB/Simulink to evaluate the system in term of tracking capability and vibration suppression for both links. Performance of the controllers are compared with the hybrid PID-PID Ziegler Nichols (ZN) controller in term of input tracking and vibration suppression. The results show that PSO revealed the superiority over ABC in controlling the system. The system managed to reach desired angle for both hub at lower overshoot using proposed method. Meanwhile, the vibration reduction shows great improvement for both link 1 and 2. This signifies that, the PSO algorithm is very effective in optimizing the PID parameters. 2018 Proceeding PeerReviewed text en http://ir.unimas.my/id/eprint/23460/1/Implementation%20of%20PID%20Based%20Controller%20Tuned%20by%20Evolutionary%20%28abs%29.pdf Annisa, Jamali and Intan Zaurah, Mat Darus and Shahrol, Mohamaddan and Mohammad Osman, Tokhi (2018) Implementation of PID based controller tuned by Evolutionary Algorithm for Double Link Flexible Robotic Manipulator. In: 2018 International Conference on Computational Approach in Smart Systems Design and Applications (ICASSDA), August 2018, Kuching, Malaysia. https://www.researchgate.net/publication/328460242_Implementation_of_PID_Based_Controller_Tuned_by_Evolutionary_Algorithm_for_Double_Link_Flexible_Robotic_Manipulator
institution Universiti Malaysia Sarawak
building Centre for Academic Information Services (CAIS)
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaysia Sarawak
content_source UNIMAS Institutional Repository
url_provider http://ir.unimas.my/
language English
topic TJ Mechanical engineering and machinery
TK Electrical engineering. Electronics Nuclear engineering
spellingShingle TJ Mechanical engineering and machinery
TK Electrical engineering. Electronics Nuclear engineering
Annisa, Jamali
Intan Zaurah, Mat Darus
Shahrol, Mohamaddan
Mohammad Osman, Tokhi
Implementation of PID based controller tuned by Evolutionary Algorithm for Double Link Flexible Robotic Manipulator
description The paper investigates the development of intelligent hybrid collocated and non-collocated PID controller for hub motion and end point vibration suppression of doublelink flexible robotic manipulator. The system was modeled using multi-layer perceptron neural network structure based on Nonlinear Autoregressive Exogenous (NARX) model. The hybrid controllers are incorporated with optimization algorithm that is ABC and PSO to find out the parameters of the PID controllers. Numerical simulation was carried out in MATLAB/Simulink to evaluate the system in term of tracking capability and vibration suppression for both links. Performance of the controllers are compared with the hybrid PID-PID Ziegler Nichols (ZN) controller in term of input tracking and vibration suppression. The results show that PSO revealed the superiority over ABC in controlling the system. The system managed to reach desired angle for both hub at lower overshoot using proposed method. Meanwhile, the vibration reduction shows great improvement for both link 1 and 2. This signifies that, the PSO algorithm is very effective in optimizing the PID parameters.
format Proceeding
author Annisa, Jamali
Intan Zaurah, Mat Darus
Shahrol, Mohamaddan
Mohammad Osman, Tokhi
author_facet Annisa, Jamali
Intan Zaurah, Mat Darus
Shahrol, Mohamaddan
Mohammad Osman, Tokhi
author_sort Annisa, Jamali
title Implementation of PID based controller tuned by Evolutionary Algorithm for Double Link Flexible Robotic Manipulator
title_short Implementation of PID based controller tuned by Evolutionary Algorithm for Double Link Flexible Robotic Manipulator
title_full Implementation of PID based controller tuned by Evolutionary Algorithm for Double Link Flexible Robotic Manipulator
title_fullStr Implementation of PID based controller tuned by Evolutionary Algorithm for Double Link Flexible Robotic Manipulator
title_full_unstemmed Implementation of PID based controller tuned by Evolutionary Algorithm for Double Link Flexible Robotic Manipulator
title_sort implementation of pid based controller tuned by evolutionary algorithm for double link flexible robotic manipulator
publishDate 2018
url http://ir.unimas.my/id/eprint/23460/1/Implementation%20of%20PID%20Based%20Controller%20Tuned%20by%20Evolutionary%20%28abs%29.pdf
http://ir.unimas.my/id/eprint/23460/
https://www.researchgate.net/publication/328460242_Implementation_of_PID_Based_Controller_Tuned_by_Evolutionary_Algorithm_for_Double_Link_Flexible_Robotic_Manipulator
_version_ 1789430299669561344
score 13.160551