TY - GEN

T1 - The analysis of the augmented ART1 neural network

AU - Georgiopoulos, Michael

AU - Heileman, Gregory L.

PY - 1991

Y1 - 1991

N2 - The dynamics of the augmented ART1 neural network (AART1-NN) introduced by L. Heileman and M. Georgiopoulos (1991) are described by a set of nonlinear differential equations that facilitate the real-time implementation of the ART1 neural network. The AART1-NN equations are summarized. It is shown that under certain parameter constraints the AART1 model behaves in the same manner as the ART1 model. Since the AART1 model is an extension of the ART1 model, this analysis proves the inherent capability of the ART1-NN to operate in a totally unsupervised manner.

AB - The dynamics of the augmented ART1 neural network (AART1-NN) introduced by L. Heileman and M. Georgiopoulos (1991) are described by a set of nonlinear differential equations that facilitate the real-time implementation of the ART1 neural network. The AART1-NN equations are summarized. It is shown that under certain parameter constraints the AART1 model behaves in the same manner as the ART1 model. Since the AART1 model is an extension of the ART1 model, this analysis proves the inherent capability of the ART1-NN to operate in a totally unsupervised manner.

UR - http://www.scopus.com/inward/record.url?scp=0026284576&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=0026284576&partnerID=8YFLogxK

M3 - Conference contribution

AN - SCOPUS:0026284576

SN - 0780302273

T3 - 91 IEEE Int Jt Conf Neural Networks IJCNN 91

SP - 2658

EP - 2663

BT - 91 IEEE Int Jt Conf Neural Networks IJCNN 91

PB - Publ by IEEE

T2 - 1991 IEEE International Joint Conference on Neural Networks - IJCNN '91

Y2 - 18 November 1991 through 21 November 1991

ER -