CPL - Chalmers Publication Library
| Utbildning | Forskning | Styrkeområden | Om Chalmers | In English In English Ej inloggad.

Separate initialization of dynamics and nonlinearities in nonlinear state-space models

A. Marconato ; Jonas Sjöberg (Institutionen för signaler och system, Mekatronik) ; J. Suykens ; J. Schoukens
2012 IEEE International Instrumentation and Measurement Technology Conference, I2MTC 2012, Graz, 13-16 May 2012 (1091-5281). p. 2104-2108. (2012)
[Konferensbidrag, refereegranskat]

This work focuses on the identification of nonlinear dynamic systems. In particular the problem of obtaining good starting values for the identification of nonlinear state-space models is addressed. A fast and efficient initialization algorithm is proposed, combining the use of methods from the statistical learning community to model the nonlinearities and classic system identification tools to capture system dynamics. The performance of the method is evaluated on simulation examples.



Denna post skapades 2012-09-18. Senast ändrad 2013-05-08.
CPL Pubid: 163530

 

Läs direkt!

Lokal fulltext (fritt tillgänglig)

Länk till annan sajt (kan kräva inloggning)


Institutioner (Chalmers)

Institutionen för signaler och system, Mekatronik

Ämnesområden

Elektroteknik och elektronik

Chalmers infrastruktur