Title :
CNN with non-integer order cells
Author :
Arena, P. ; Bertucco, L. ; Fortuna, L. ; Nunnari, G. ; Occhipinti, L. ; Port, D.
Author_Institution :
Dipartimento Elettrico Elettron. e Sistemistico, Catania Univ., Italy
Abstract :
A new kind of cellular neural network (CNN) is introduced. Its feature consists of a state representation using q-order derivatives, with q being a non-integer quantity. This approach can be considered as a generalisation of the traditional CNN model, which is obtained from the one presented in the paper as a particular case setting q=1. It is shown that this more general CNN structure exhibits suitable performance in terms of processing speed. Various examples are reported to show the suitability of non-integer order CNNs
Keywords :
cellular neural nets; generalisation (artificial intelligence); image processing; cellular neural network; generalisation; image processing; mathematical model; noninteger order cells; processing speed; state representation; Application software; Cellular neural networks; Chaos; Circuit simulation; Differential equations; Flowcharts; Image processing; Parallel processing; Prototypes; Software prototyping;
Conference_Titel :
Cellular Neural Networks and Their Applications Proceedings, 1998 Fifth IEEE International Workshop on
Conference_Location :
London
Print_ISBN :
0-7803-4867-2
DOI :
10.1109/CNNA.1998.685404