EN
A SUPPORT VECTOR REGRESSION METHOD FOR REDUCING THE HIGH-ORDER SYSTEMS TO FIRST-ORDER PLUS TIME-DELAY FORMS
Öz
In this paper, a novel method for reducing the high-order systems to first-order plus time-delay forms is introduced. For this purpose Support Vector Machines, which became a popular learning algorithm, is employed. Three parameters of the first-order plus time-delay forms are estimated by three parallel support vector regression machines. Satisfactory performance is obtained at the simulations.
Keywords: Support vector regression machines, high-order systems, first-order plus time-delay systems, modeling.
Anahtar Kelimeler
Kaynakça
- J.P., Richard, “Time Delay Systems: An Overview of Some Recent Advances and Open Problems”, Automatica, Vol: 39, Issue: 10, pp. 1667-1694, 2003.
- S.V., Drakunov, W., Perruquetti, J.P., Richard, “Delay Identification in Time-Delay Systems Using Variable Structure Observers”, Annual Reviews in Control, Vol: 30, Issue: 2, pp. 143-158, 2006.
- V., Venkatashankar, M., Chidambaram, “Design of P and PI Controllers for Unstable 1st Order Plus Time-Delay Systems”, International Journal of Control, Vol: 60, No:1, pp.137-144, 1994.
- S., Tavakoli, M., Tavakoli, “Optimal Tuning of PID Controllers for First Order Plus Time Delay Models Using Dimensional Analysis”, The fourth International Conference on Control and Automation (ICCA’03), Montreal, Canada, 2003.
- S., Skogestad, “Simple Analytic Rules for Model Reduction and PID Controller Tuning”, Journal of Process Control, Vol: 13, pp.291-309, 2003.
- V.N., Vapnik “The Nature of Statistical Learning Theory”, Springer-Verlag, New York. 1995.
- V.N., Vapnik “Statistical Learning Theory”, John Wiley and Sons, New York. 1998.
- N., Cristianini, J., Shawe-Taylor, “An Introduction to Support Vector Machines and Other Kernel-Based Learning Methods”, Cambridge University Press, Cambridge, 2000.
Ayrıntılar
Birincil Dil
İngilizce
Konular
-
Bölüm
-
Yazarlar
Yayımlanma Tarihi
28 Mart 2012
Gönderilme Tarihi
28 Mart 2012
Kabul Tarihi
-
Yayımlandığı Sayı
Yıl 2011 Cilt: 11 Sayı: 1
APA
Kabaoglu, R. O. (2012). A SUPPORT VECTOR REGRESSION METHOD FOR REDUCING THE HIGH-ORDER SYSTEMS TO FIRST-ORDER PLUS TIME-DELAY FORMS. IU-Journal of Electrical & Electronics Engineering, 11(1), 1305-1309. https://izlik.org/JA93GP27GK
AMA
1.Kabaoglu RO. A SUPPORT VECTOR REGRESSION METHOD FOR REDUCING THE HIGH-ORDER SYSTEMS TO FIRST-ORDER PLUS TIME-DELAY FORMS. IU-Journal of Electrical & Electronics Engineering. 2012;11(1):1305-1309. https://izlik.org/JA93GP27GK
Chicago
Kabaoglu, Rana Ortac. 2012. “A SUPPORT VECTOR REGRESSION METHOD FOR REDUCING THE HIGH-ORDER SYSTEMS TO FIRST-ORDER PLUS TIME-DELAY FORMS”. IU-Journal of Electrical & Electronics Engineering 11 (1): 1305-9. https://izlik.org/JA93GP27GK.
EndNote
Kabaoglu RO (01 Mart 2012) A SUPPORT VECTOR REGRESSION METHOD FOR REDUCING THE HIGH-ORDER SYSTEMS TO FIRST-ORDER PLUS TIME-DELAY FORMS. IU-Journal of Electrical & Electronics Engineering 11 1 1305–1309.
IEEE
[1]R. O. Kabaoglu, “A SUPPORT VECTOR REGRESSION METHOD FOR REDUCING THE HIGH-ORDER SYSTEMS TO FIRST-ORDER PLUS TIME-DELAY FORMS”, IU-Journal of Electrical & Electronics Engineering, c. 11, sy 1, ss. 1305–1309, Mar. 2012, [çevrimiçi]. Erişim adresi: https://izlik.org/JA93GP27GK
ISNAD
Kabaoglu, Rana Ortac. “A SUPPORT VECTOR REGRESSION METHOD FOR REDUCING THE HIGH-ORDER SYSTEMS TO FIRST-ORDER PLUS TIME-DELAY FORMS”. IU-Journal of Electrical & Electronics Engineering 11/1 (01 Mart 2012): 1305-1309. https://izlik.org/JA93GP27GK.
JAMA
1.Kabaoglu RO. A SUPPORT VECTOR REGRESSION METHOD FOR REDUCING THE HIGH-ORDER SYSTEMS TO FIRST-ORDER PLUS TIME-DELAY FORMS. IU-Journal of Electrical & Electronics Engineering. 2012;11:1305–1309.
MLA
Kabaoglu, Rana Ortac. “A SUPPORT VECTOR REGRESSION METHOD FOR REDUCING THE HIGH-ORDER SYSTEMS TO FIRST-ORDER PLUS TIME-DELAY FORMS”. IU-Journal of Electrical & Electronics Engineering, c. 11, sy 1, Mart 2012, ss. 1305-9, https://izlik.org/JA93GP27GK.
Vancouver
1.Rana Ortac Kabaoglu. A SUPPORT VECTOR REGRESSION METHOD FOR REDUCING THE HIGH-ORDER SYSTEMS TO FIRST-ORDER PLUS TIME-DELAY FORMS. IU-Journal of Electrical & Electronics Engineering [Internet]. 01 Mart 2012;11(1):1305-9. Erişim adresi: https://izlik.org/JA93GP27GK