Title :
Hardware-oriented algorithm for associative memories on cellular neural networks
Author :
Perfetti, Renzo ; Salerno, Mario ; Costantini, Giovanni
Author_Institution :
Dept. of Electron. & Inf. Eng., Perugia Univ., Italy
Abstract :
We present a new learning algorithm used to implement associative memories on digital cellular neural networks. The algorithm can be easily implemented in hardware or simulated on a digital computer without numerical errors. These attractive features come from the finite precision of connection weights, automatically taken into account as a design constraint; moreover, no multiplication is needed for weight computation.
Keywords :
associative processing; cellular neural nets; content-addressable storage; learning (artificial intelligence); neural net architecture; associative memories; cellular neural networks; connection weights; hardware-oriented algorithm; learning algorithm; neural net architecture; weight computation; Associative memory; Cellular networks; Cellular neural networks; Computational modeling; Computer architecture; Computer networks; Distributed computing; Error correction; Hardware; Memory architecture;
Conference_Titel :
Cellular Neural Networks and Their Applications, 2002. (CNNA 2002). Proceedings of the 2002 7th IEEE International Workshop on
Print_ISBN :
981-238-121-X
DOI :
10.1109/CNNA.2002.1035092
