Abstract
This paper presents an approach that combinesParticle Swarm Optimization (PSO) and Hardware-in-the-loop (HIL) techniques for servo-control optimization and realization. The proposed approach is employed for controlling servo pneumatic system that exhibit high nonlinear dynamic behavior. In the proposed approach, the system is firstly identified through HIL, then the identified transfer function is used for controller tuning using PSO. After having the controller tuned in the simulation environment, it was applied to the real system through HIL. Simulation as well as experimental results show that the proposed method gives significantly better dynamic performances than using traditional tuning techniques. Furthermore, the proposed method facilitates the realization of effective control system for servo pneumatic systems.
| Original language | English |
|---|---|
| Title of host publication | 2014 15th International Workshop on Research and Education in Mechatronics, REM 2014 |
| Publisher | Institute of Electrical and Electronics Engineers Inc. |
| ISBN (Electronic) | 9781479930296 |
| DOIs | |
| Publication status | Published - Oct 10 2014 |
| Event | 2014 15th International Workshop on Research and Education in Mechatronics, REM 2014 - El-Gouna, Egypt Duration: Sep 9 2014 → Sep 11 2014 |
Other
| Other | 2014 15th International Workshop on Research and Education in Mechatronics, REM 2014 |
|---|---|
| Country | Egypt |
| City | El-Gouna |
| Period | 9/9/14 → 9/11/14 |
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Keywords
- Hardware-in-the-loop concept
- Particle swarm optimization (PSO)
- Servo-pneumatic system
- Tuning PID parameters
ASJC Scopus subject areas
- Electrical and Electronic Engineering
- Computer Science Applications
- Mechanical Engineering
- Education
- Artificial Intelligence
Cite this
Hybrid PSO-HIL approach for controller tuning in servo pneumatic systems. / Saleem, Ashraf; Taha, Bashar.
2014 15th International Workshop on Research and Education in Mechatronics, REM 2014. Institute of Electrical and Electronics Engineers Inc., 2014. 6920247.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
}
TY - GEN
T1 - Hybrid PSO-HIL approach for controller tuning in servo pneumatic systems
AU - Saleem, Ashraf
AU - Taha, Bashar
PY - 2014/10/10
Y1 - 2014/10/10
N2 - This paper presents an approach that combinesParticle Swarm Optimization (PSO) and Hardware-in-the-loop (HIL) techniques for servo-control optimization and realization. The proposed approach is employed for controlling servo pneumatic system that exhibit high nonlinear dynamic behavior. In the proposed approach, the system is firstly identified through HIL, then the identified transfer function is used for controller tuning using PSO. After having the controller tuned in the simulation environment, it was applied to the real system through HIL. Simulation as well as experimental results show that the proposed method gives significantly better dynamic performances than using traditional tuning techniques. Furthermore, the proposed method facilitates the realization of effective control system for servo pneumatic systems.
AB - This paper presents an approach that combinesParticle Swarm Optimization (PSO) and Hardware-in-the-loop (HIL) techniques for servo-control optimization and realization. The proposed approach is employed for controlling servo pneumatic system that exhibit high nonlinear dynamic behavior. In the proposed approach, the system is firstly identified through HIL, then the identified transfer function is used for controller tuning using PSO. After having the controller tuned in the simulation environment, it was applied to the real system through HIL. Simulation as well as experimental results show that the proposed method gives significantly better dynamic performances than using traditional tuning techniques. Furthermore, the proposed method facilitates the realization of effective control system for servo pneumatic systems.
KW - Hardware-in-the-loop concept
KW - Particle swarm optimization (PSO)
KW - Servo-pneumatic system
KW - Tuning PID parameters
UR - http://www.scopus.com/inward/record.url?scp=84909619362&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84909619362&partnerID=8YFLogxK
U2 - 10.1109/REM.2014.6920247
DO - 10.1109/REM.2014.6920247
M3 - Conference contribution
AN - SCOPUS:84909619362
BT - 2014 15th International Workshop on Research and Education in Mechatronics, REM 2014
PB - Institute of Electrical and Electronics Engineers Inc.
ER -