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.
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Abstract
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.
Item Type: | Proceeding (Paper) |
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Additional Information: | Information, Communication and Creative Technology |
Uncontrolled Keywords: | —Flexible Manipulator, Neural Network, Particle Swarm Optimization, Artificial Bees Algoritmn, Vibration suppression, unimas, university, universiti, Borneo, Malaysia, Sarawak, Kuching, Samarahan, ipta, education, research, Universiti Malaysia Sarawak. |
Subjects: | T Technology > TJ Mechanical engineering and machinery T Technology > TK Electrical engineering. Electronics Nuclear engineering |
Divisions: | Academic Faculties, Institutes and Centres > Faculty of Engineering Faculties, Institutes, Centres > Faculty of Engineering |
Depositing User: | Gani |
Date Deposited: | 15 Feb 2019 03:34 |
Last Modified: | 24 Jan 2024 03:43 |
URI: | http://ir.unimas.my/id/eprint/23460 |
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