On-line adaptive learning rate BP algorithm for MLP and application to an identification problem

• Autorzy: Sha D. H. , Bajić V. B.
• Języki publikacji: EN

Abstrakty

EN

An on-line algorithm that uses an adaptive learning rate is proposed. Its development is based on the analysis of the convergence of the conventional gradient descent method for three-layer BP neural networks. The effectiveness of the proposed algorithm applied to the identification and prediction of behavior of non-linear dynamic systems is demonstrated by simulation experiments.

Słowa kluczowe

EN

neural networks; backpropagation; on-line algorithm; MLP; nonlinear dynamic system; adaptive learning

PL

sieci neuronowe; propagacja wsteczna; algorytm online; MLP; system nieliniowy; uczenie adaptacyjne

• Wydawca: Wydawnictwo Politechniki Łódzkiej
• Czasopismo: Journal of Applied Computer Science
• Rocznik: 1999
• Tom: Vol. 7, nr 2
• Strony: 67--82
• Opis fizyczny: Bibliogr. 45 poz.

Twórcy

autor

Sha D. H.

autor

Bajić V. B.

• Centre for Engineering Research, Technikon Natal, Durban 4000, P.O. Box 953, South Africa,