Abstract
In this paper, an adaptive output following control based on support vector machine (SVM) is proposed for a networked cooling process. Firstly, an approximated linear model of the cooling process is built through some thermal laws, where some parameters of the system are varied during operation. The parameters are identified by using SVM method. Based on the identified parameters, an adaptive output following controller with command generator tracker (CGT) is designed. By using the presented method, system stability and tracking performance can be ensured. Furthermore, experimental results are given to show the effectiveness of the proposed scheme.
| Original language | English |
|---|---|
| Title of host publication | 2015 IEEE International Conference on Mechatronics and Automation, ICMA 2015 |
| Publisher | Institute of Electrical and Electronics Engineers Inc. |
| Pages | 1589-1594 |
| Number of pages | 6 |
| ISBN (Electronic) | 9781479970964 |
| DOIs | |
| Publication status | Published - 2015 Sep 2 |
| Event | 12th IEEE International Conference on Mechatronics and Automation, ICMA 2015 - Beijing, China Duration: 2015 Aug 2 → 2015 Aug 5 |
Other
| Other | 12th IEEE International Conference on Mechatronics and Automation, ICMA 2015 |
|---|---|
| Country | China |
| City | Beijing |
| Period | 15/8/2 → 15/8/5 |
Fingerprint
ASJC Scopus subject areas
- Artificial Intelligence
- Software
- Control and Systems Engineering
- Mechanical Engineering
Cite this
SVM Based Adaptive Output Following Control for a Networked Cooling Process. / Zhang, Xiangming; Wen, Shengjun; Wang, Dongyun; Chen, Xinkai.
2015 IEEE International Conference on Mechatronics and Automation, ICMA 2015. Institute of Electrical and Electronics Engineers Inc., 2015. p. 1589-1594 7237722.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
}
TY - GEN
T1 - SVM Based Adaptive Output Following Control for a Networked Cooling Process
AU - Zhang, Xiangming
AU - Wen, Shengjun
AU - Wang, Dongyun
AU - Chen, Xinkai
PY - 2015/9/2
Y1 - 2015/9/2
N2 - In this paper, an adaptive output following control based on support vector machine (SVM) is proposed for a networked cooling process. Firstly, an approximated linear model of the cooling process is built through some thermal laws, where some parameters of the system are varied during operation. The parameters are identified by using SVM method. Based on the identified parameters, an adaptive output following controller with command generator tracker (CGT) is designed. By using the presented method, system stability and tracking performance can be ensured. Furthermore, experimental results are given to show the effectiveness of the proposed scheme.
AB - In this paper, an adaptive output following control based on support vector machine (SVM) is proposed for a networked cooling process. Firstly, an approximated linear model of the cooling process is built through some thermal laws, where some parameters of the system are varied during operation. The parameters are identified by using SVM method. Based on the identified parameters, an adaptive output following controller with command generator tracker (CGT) is designed. By using the presented method, system stability and tracking performance can be ensured. Furthermore, experimental results are given to show the effectiveness of the proposed scheme.
UR - http://www.scopus.com/inward/record.url?scp=84955258145&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84955258145&partnerID=8YFLogxK
U2 - 10.1109/ICMA.2015.7237722
DO - 10.1109/ICMA.2015.7237722
M3 - Conference contribution
AN - SCOPUS:84955258145
SP - 1589
EP - 1594
BT - 2015 IEEE International Conference on Mechatronics and Automation, ICMA 2015
PB - Institute of Electrical and Electronics Engineers Inc.
ER -