A SUPPORT VECTOR REGRESSION METHOD FOR REDUCING THE HIGH-ORDER SYSTEMS TO FIRST-ORDER PLUS TIME-DELAY FORMS

Cilt: 11 Sayı: 1 28 Mart 2012
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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

  1. J.P., Richard, “Time Delay Systems: An Overview of Some Recent Advances and Open Problems”, Automatica, Vol: 39, Issue: 10, pp. 1667-1694, 2003.
  2. 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.
  3. 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.
  4. 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.
  5. S., Skogestad, “Simple Analytic Rules for Model Reduction and PID Controller Tuning”, Journal of Process Control, Vol: 13, pp.291-309, 2003.
  6. V.N., Vapnik “The Nature of Statistical Learning Theory”, Springer-Verlag, New York. 1995.
  7. V.N., Vapnik “Statistical Learning Theory”, John Wiley and Sons, New York. 1998.
  8. 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

-

Yayımlanma Tarihi

28 Mart 2012

Gönderilme Tarihi

28 Mart 2012

Kabul Tarihi

-

Yayımlandığı Sayı

Yıl 2011 Cilt: 11 Sayı: 1

Kaynak Göster

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