Performance evaluation of an adaptive sigmoid friction compensation for pneumatic trajectory
Trajectory tracking is a challenging task in pneumatics due to the classification of the actuator as a nonlinear system. In addition to the said factor, nonlinear disturbances occur within the system, such as valve-dead zone, air compressibility, air density, internal valve and actuator friction. Ac...
Saved in:
Main Authors: | , , , , , , , |
---|---|
Format: | Conference or Workshop Item |
Published: |
2023
|
Subjects: | |
Online Access: | http://eprints.utm.my/107620/ http://dx.doi.org/10.1109/ICCRE57112.2023.10155570 |
Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
id |
my.utm.107620 |
---|---|
record_format |
eprints |
spelling |
my.utm.1076202024-09-25T06:43:40Z http://eprints.utm.my/107620/ Performance evaluation of an adaptive sigmoid friction compensation for pneumatic trajectory Kamaludin, K. N. Abdullah, L. Salim, S. N. S. Jamaludin, Z. Chiew, T. H. Kamarudin, M. N. Aras, M. S. M. Rahmat, M. F. TK Electrical engineering. Electronics Nuclear engineering Trajectory tracking is a challenging task in pneumatics due to the classification of the actuator as a nonlinear system. In addition to the said factor, nonlinear disturbances occur within the system, such as valve-dead zone, air compressibility, air density, internal valve and actuator friction. Actuators' internal friction is one of the most critical disturbances. For a near-zero velocity motion of an actuator, many scholars have designed and improved dynamic friction models for modeling and friction compensation. However, compensation using the dynamic model is complex and computationally exhaustive in real-Time. Owing to this factor, a modified adaptive friction estimator and compensator are presented in this research. The adaptive sigmoid friction (FASF) function is designed to compensate both the pre-sliding and sliding regimes of the friction force. The function is coupled with a nonlinear hyperbolic PID (NPID+FASF) controller. The performance of the compensator was evaluated based on maximum tracking error (MTE), root mean square error (RMSE) and fast Fourier transform (FFT) error. The proposed NPID+FASF is observed to reduce all errors strategically. The improvement of MTE to the basic PID is up to 45.75%, RMSE of 27.88% and FFTE of 38.91%. To further improve the trajectory tracking performance, a 'tracking differentiator' has been proven to increase the performance of trajectory tracking and precise positioning. 2023 Conference or Workshop Item PeerReviewed Kamaludin, K. N. and Abdullah, L. and Salim, S. N. S. and Jamaludin, Z. and Chiew, T. H. and Kamarudin, M. N. and Aras, M. S. M. and Rahmat, M. F. (2023) Performance evaluation of an adaptive sigmoid friction compensation for pneumatic trajectory. In: 8th International Conference on Control and Robotics Engineering (ICCRE), 21 April 2023-23 April 2023, Niigata, Japan. http://dx.doi.org/10.1109/ICCRE57112.2023.10155570 |
institution |
Universiti Teknologi Malaysia |
building |
UTM Library |
collection |
Institutional Repository |
continent |
Asia |
country |
Malaysia |
content_provider |
Universiti Teknologi Malaysia |
content_source |
UTM Institutional Repository |
url_provider |
http://eprints.utm.my/ |
topic |
TK Electrical engineering. Electronics Nuclear engineering |
spellingShingle |
TK Electrical engineering. Electronics Nuclear engineering Kamaludin, K. N. Abdullah, L. Salim, S. N. S. Jamaludin, Z. Chiew, T. H. Kamarudin, M. N. Aras, M. S. M. Rahmat, M. F. Performance evaluation of an adaptive sigmoid friction compensation for pneumatic trajectory |
description |
Trajectory tracking is a challenging task in pneumatics due to the classification of the actuator as a nonlinear system. In addition to the said factor, nonlinear disturbances occur within the system, such as valve-dead zone, air compressibility, air density, internal valve and actuator friction. Actuators' internal friction is one of the most critical disturbances. For a near-zero velocity motion of an actuator, many scholars have designed and improved dynamic friction models for modeling and friction compensation. However, compensation using the dynamic model is complex and computationally exhaustive in real-Time. Owing to this factor, a modified adaptive friction estimator and compensator are presented in this research. The adaptive sigmoid friction (FASF) function is designed to compensate both the pre-sliding and sliding regimes of the friction force. The function is coupled with a nonlinear hyperbolic PID (NPID+FASF) controller. The performance of the compensator was evaluated based on maximum tracking error (MTE), root mean square error (RMSE) and fast Fourier transform (FFT) error. The proposed NPID+FASF is observed to reduce all errors strategically. The improvement of MTE to the basic PID is up to 45.75%, RMSE of 27.88% and FFTE of 38.91%. To further improve the trajectory tracking performance, a 'tracking differentiator' has been proven to increase the performance of trajectory tracking and precise positioning. |
format |
Conference or Workshop Item |
author |
Kamaludin, K. N. Abdullah, L. Salim, S. N. S. Jamaludin, Z. Chiew, T. H. Kamarudin, M. N. Aras, M. S. M. Rahmat, M. F. |
author_facet |
Kamaludin, K. N. Abdullah, L. Salim, S. N. S. Jamaludin, Z. Chiew, T. H. Kamarudin, M. N. Aras, M. S. M. Rahmat, M. F. |
author_sort |
Kamaludin, K. N. |
title |
Performance evaluation of an adaptive sigmoid friction compensation for pneumatic trajectory |
title_short |
Performance evaluation of an adaptive sigmoid friction compensation for pneumatic trajectory |
title_full |
Performance evaluation of an adaptive sigmoid friction compensation for pneumatic trajectory |
title_fullStr |
Performance evaluation of an adaptive sigmoid friction compensation for pneumatic trajectory |
title_full_unstemmed |
Performance evaluation of an adaptive sigmoid friction compensation for pneumatic trajectory |
title_sort |
performance evaluation of an adaptive sigmoid friction compensation for pneumatic trajectory |
publishDate |
2023 |
url |
http://eprints.utm.my/107620/ http://dx.doi.org/10.1109/ICCRE57112.2023.10155570 |
_version_ |
1811681234750799872 |
score |
13.244745 |