Naslov
Artificial Neural Networks in Modelling of Voltage Controlled Osillators With Jitter

Autori
Čeperić, Vladimir ; Barić, Adrijan ; Pejčinović, Branimir

Vrsta, podvrsta i kategorija rada
Radovi u zbornicima skupova, cjeloviti rad (in extenso), znanstveni

Izvornik
Proceedings of the 12th Mediterranean Electrotechnical Conference (MELECON 2004) / Matijašević, Maja ; Pejčinović, Branimir ; Tomšić, Željko ; Butković, Željko - Zagreb : Institute of Electrical and Electronics Engineers (IEEE), 2004, 347-350

ISBN
0-7803-8271-4

Skup
IEEE Mediterranean Electrotechnical Conference (12 ; 2004)

Mjesto i datum
Dubrovnik, Hrvatska, 12.05.2004. - 15.05.2004

Vrsta sudjelovanja
Predavanje

Vrsta recenzije
Međunarodna recenzija

Ključne riječi
artificial neural networks; modelling; jitter

Sažetak
The use of the artificial neural networks in modelling of oscillators with jitter is proposed in this paper. A new method of simulating oscillators with jitter is developed in which a artificial neural network is used to control the signal generator (i.e. oscillator with adjustable parameters: frequency, amplitude, jitter). A simple and effective way to generate oscillator output with jitter is proposed. This method ensures a simple, robust, fast and accurate modelling of oscillators with jitter. The method also yields reasonable results for situations not specified in the learning data set because of the generalization property of artificial neural networks and it is suitable for modelling based on measurements. The models of the GaAs voltage controlled differential ring oscillators for circuit simulation software are developed using the proposed method.

Izvorni jezik
Engleski

Znanstvena područja
Elektrotehnika

POVEZANOST RADA