Title :
Implementation of cellular neural networks for heteroassociative and autoassociative memories
Author :
Brucoli, Michele ; Carnimeo, Leonarda ; Grassi, Giuseppe
Author_Institution :
Dipartmento di Electrotecnica ed Elettronica, Politecnico di Bari, Italy
Abstract :
A design methodology of cellular neural networks (CNN) for heteroassociative and autoassociative memories is presented. A new synthesis procedure of continuous-time CNN for heteroassociative memories is developed, which assures global stability and robustness to the designed networks. A proper representation of discrete-time CNN characterized by multilevel output junctions is introduced to store memory vectors with b-bit length components. The suggested approach provides considerably simple network architectures suitable for VLSI implementation
Keywords :
associative processing; cellular neural nets; content-addressable storage; neural net architecture; autoassociative memory; continuous time cellular neural networks; discrete time cellular neural networks; global stability; heteroassociative memory; memory vectors; multilevel output junctions; network architectures; Associative memory; Asymptotic stability; Cellular neural networks; Design methodology; Electronic mail; Hopfield neural networks; Network synthesis; Neural networks; Robust stability; Very large scale integration;
Conference_Titel :
Cellular Neural Networks and their Applications, 1996. CNNA-96. Proceedings., 1996 Fourth IEEE International Workshop on
Conference_Location :
Seville
Print_ISBN :
0-7803-3261-X
DOI :
10.1109/CNNA.1996.566492