Pregled bibliografske jedinice broj: 187915
Modeling of Analog Circuits by Using Support Vector Regression Machines
Modeling of Analog Circuits by Using Support Vector Regression Machines // Proceedings of the 11th IEEE International Conference on Electronics, Circuits and Systems (ICECS 2004) / Pecht, Orly Yadid ; Friedman, Eby (ur.).
Tel Aviv: Institute of Electrical and Electronics Engineers (IEEE), 2004. (predavanje, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)
CROSBI ID: 187915 Za ispravke kontaktirajte CROSBI podršku putem web obrasca
Naslov
Modeling of Analog Circuits by Using Support Vector Regression Machines
Autori
Čeperić, Vladimir ; Barić, Adrijan
Vrsta, podvrsta i kategorija rada
Radovi u zbornicima skupova, cjeloviti rad (in extenso), znanstveni
Izvornik
Proceedings of the 11th IEEE International Conference on Electronics, Circuits and Systems (ICECS 2004)
/ Pecht, Orly Yadid ; Friedman, Eby - Tel Aviv : Institute of Electrical and Electronics Engineers (IEEE), 2004
Skup
IEEE International Conference on Electronics, Circuits and Systems (11 ; 2004)
Mjesto i datum
Tel Aviv, Izrael, 13.12.2004. - 15.12.2004
Vrsta sudjelovanja
Predavanje
Vrsta recenzije
Međunarodna recenzija
Ključne riječi
Modeling; Analog Circuits
Sažetak
A novel method of modeling electronic circuits is presented. The support vector regression method is used as universal approximator. This method ensures a simple, robust and accurate modeling of the electronic circuits. The method yields very good results for situations not specified in the learning data set, demonstrating very good generalization property of support vector machines. The method is applicable to modeling based on "real world" measurements or device-level circuit simulations. The models of several GaAs circuits are developed using the proposed method.
Izvorni jezik
Engleski
Znanstvena područja
Elektrotehnika
