Title :
Synthesis of hardware components for vertical-group parallel neural networks
Author :
Ivan Tsmots;Mykola Medykovskyy;Oleksa Skorokhoda
Author_Institution :
Ivan Tsmots, Mykola Medykovskyy, Oleksa Skorokhoda - Lviv Polytechnic National University, S. Bandery Str., 12, Lviv, 79013, Ukraine
Abstract :
The model and structure of formal neuron with vertical-group multiplexing of data bus have been developed, which provides coordination of data flow intensity with computing ability of neural element by changing bit-width of channel and number of digits in a group of factors that simultaneously analyzed for the formation of partial products. The main stages and methods of synthesis of parallel vertical neuro element of group type with high efficiency of equipment use have been reviewed.
Keywords :
"Neurons","Biological neural networks","Multiplexing","Data models","Very large scale integration","Hardware","Computational modeling"
Conference_Titel :
Scientific and Technical Conference "Computer Sciences and Information Technologies" (CSIT), 2015 Xth International
DOI :
10.1109/STC-CSIT.2015.7325418