Title :
Realization of multi-valued associative memory with cellular neural network
Author :
Zhang, Zhong ; Akiduki, Takuma ; Imamura, Takashi ; Miyake, Tetsuo
Author_Institution :
Toyohashi Univ. of Technol., Toyohashi
Abstract :
In this paper, a design and implementation method of cellular neural networks with a multi-valued saturation function is discussed. The multi-valued saturation function is defined as a linear combination of piecewise linear functions that consist of a saturation range and a linear-slope range. The length of these ranges determine the output characteristics of each neuron, and is expressed by two parameters. We investigate the relation between these output characteristics and the ability of the multi-valued associative memory with computer simulation. Finally, we propose a design guideline for deciding its parameters from these results.
Keywords :
cellular neural nets; content-addressable storage; piecewise linear techniques; cellular neural network; computer simulation; linear combination; linear-slope range; multivalued associative memory realization; piecewise linear functions; Associative memory; Cellular neural networks; Computer simulation; Design methodology; Guidelines; Inspection; Neurons; Piecewise linear techniques; Production systems; Systems engineering and theory;
Conference_Titel :
Systems, Man and Cybernetics, 2007. ISIC. IEEE International Conference on
Conference_Location :
Montreal, Que.
Print_ISBN :
978-1-4244-0990-7
Electronic_ISBN :
978-1-4244-0991-4
DOI :
10.1109/ICSMC.2007.4414106