Title :
Frequency-domain intrachip communication schemes for CNN
Author :
Mondragòn-Torres, Antonio ; González-Carvajal, Ramòn ; De Gyvez, Jose Pineda ; Sánchez-Sinencio, Edgar
Author_Institution :
Dept. of Electr. Eng., Texas A&M Univ., College Station, TX, USA
Abstract :
A frequency-domain scheme to share a communications channel among the cells of a CNN is proposed. The scheme is based on a modification of the wave-parallel-computing technique and addresses the problem of reducing the number of communication links. Reduction in the communication paths is achieved by frequency multiplexing. This makes it possible to have simultaneous full-parallel access to all the cells of the array. The approach also takes advantage of the parallelism inherent in wave-parallel-computing to solve part of the state equation within the same channel during a transmission operation. Moreover, with this architecture, the CNN array is not required to have a physical matrix array of cells, providing in this form even more flexibility for the hardware implementation. A system level simulation was done and operating ranges were found as an aid to propose a final system architecture of a tentative VLSI IC
Keywords :
VLSI; cellular neural nets; edge detection; frequency division multiplexing; neural chips; VLSI IC; communication links; communications channel; frequency multiplexing; frequency-domain intrachip communication schemes; simultaneous full-parallel access; wave-parallel-computing technique; Cellular neural networks; Communication channels; Computer architecture; Delay effects; Equations; Frequency division multiplexing; Frequency domain analysis; Neural network hardware; Parallel processing; Very large scale integration;
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.1998.685411