Pregled bibliografske jedinice broj: 536908
Analysis of Iterative Learning Algorithms for the Multilayer Perceptron Neural Network
Analysis of Iterative Learning Algorithms for the Multilayer Perceptron Neural Network // Proceedings of the 22nd International DAAAM Symposium "Intelligent Manufacturing & Automation: Power of Knowledge and Creativity" / Katalinic, Branko (ur.).
Beč: DAAAM International Vienna, 2011. (predavanje, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)
CROSBI ID: 536908 Za ispravke kontaktirajte CROSBI podršku putem web obrasca
Naslov
Analysis of Iterative Learning Algorithms for the Multilayer Perceptron Neural Network
Autori
Baček, Tomislav ; Majetić, Dubravko ; Brezak, Danko ; Kasać, Josip
Vrsta, podvrsta i kategorija rada
Radovi u zbornicima skupova, cjeloviti rad (in extenso), znanstveni
Izvornik
Proceedings of the 22nd International DAAAM Symposium "Intelligent Manufacturing & Automation: Power of Knowledge and Creativity"
/ Katalinic, Branko - Beč : DAAAM International Vienna, 2011
Skup
The 22nd DAAAM International Symposium "Intelligent Manufacturing & Automation: Power of Knowledge and Creativity"
Mjesto i datum
Beč, Austrija, 23.11.2011. - 26.11.2011
Vrsta sudjelovanja
Predavanje
Vrsta recenzije
Međunarodna recenzija
Ključne riječi
static neural network; adaptive activation function; prediction; nonlinear chaotic system
Sažetak
In this paper, a comparison of different algorithms used in the training of a multilayer feedforward neural network is presented. Tested algorithms, which are of the first and the second order, include both local and global adaptation techniques. Prediction of nonlinear dynamic Glass-Mackey system is used as a benchmark problem. To improve training speed and efficiency, bipolar sigmoidal activation function with adaptive gain parameter is used. Furthermore, modification of random weight initialization is proposed.
Izvorni jezik
Engleski
Znanstvena područja
Strojarstvo
POVEZANOST RADA
Projekti:
120-1201842-3048 - Umjetna inteligencija u upravljanju složenim nelinearnim dinamičkim sustavima (Kasać, Josip) ( CroRIS)
120-1201948-1945 - Inteligentno vođenje obradnih sustava (Majetić, Dubravko, MZOS ) ( CroRIS)
Ustanove:
Fakultet strojarstva i brodogradnje, Zagreb
