Pregled bibliografske jedinice broj: 208225
Neural Network Without Bias Neuron for Hidden Layer
Neural Network Without Bias Neuron for Hidden Layer // The 16.th International DAAAM Symposium / Branko Katalinic (ur.).
Beč: DAAAM International Vienna, 2005. (predavanje, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)
CROSBI ID: 208225 Za ispravke kontaktirajte CROSBI podršku putem web obrasca
Naslov
Neural Network Without Bias Neuron for Hidden Layer
(Neuronska mreže bez Bias neurona u skrivenom sloju)
Autori
Majetić, Dubravko ; Brezak, Danko ; Novaković, Branko ; Kasać, Josip
Vrsta, podvrsta i kategorija rada
Radovi u zbornicima skupova, cjeloviti rad (in extenso), znanstveni
Izvornik
The 16.th International DAAAM Symposium
/ Branko Katalinic - Beč : DAAAM International Vienna, 2005
Skup
Intelligent Manufacturing & Automation: Focus on Young Researchers and Scientists
Mjesto i datum
Opatija, Hrvatska, 19.10.2005. - 22.10.2005
Vrsta sudjelovanja
Predavanje
Vrsta recenzije
Međunarodna recenzija
Ključne riječi
dinamička neuronska mreža; adativna aktivacijska funkcija; bias neuron; identifikacija
(dynamic neural network; adaptive activation function; bias neuron; identification)
Sažetak
In this paper the nonlinear dynamic discrete-time neuron model, the so-called Dynamic Elementary Processor (DEP) is proposed. This dynamic neuron disposes of local memory, in that it has dynamic states. To accelerate the convergence of proposed extended dynamic error-back propagation learning algorithm, the adaptive neuron activation is applied. Instead of most popular unipolar and bipolar Sigmoidal neuron activation functions, the Gauss activation function with adaptive parameters is proposed. Based on the DEP neuron with adaptive activation function in hidden layer, and without Bias neuron for hidden layer, a Dynamic Multi Layer Neural Network is proposed and used for the identification of discrete-time nonlinear dynamic system.
Izvorni jezik
Engleski
Znanstvena područja
Strojarstvo
