Title :
High dependable implementation of Neural Networks with networks on chip architecture and a backtracking routing algorithm
Author :
Yiping Dong;Kento Kumai;Zhen Lin;Yinghe Li;Takahiro Watanabe
Author_Institution :
Graduate School of Information, Production and Systems, Waseda University, Japan
Abstract :
Networks on Chip (NoC), a new packet-based design method, with a new Dependable No Deadlock (DND) back-tracking routing algorithm are proposed to implement Artificial Neural Network (ANN). This system is simulated by NIRGAM NoC simulator to get system performance. Experimental results show that this proposed system has higher Connection-Per-Second (CPS), lower communication load than the exiting other implemented ANN. Furthermore this NoC implementation system is reconfigurable and expandable. In addition, this implementation method has a higher dependable than our former NoC implemented ANN system.
Keywords :
"Neural networks","Network-on-a-chip","Routing","Neurons","Artificial neural networks","Table lookup","System recovery","Costs","Decoding","Design methodology"
Conference_Titel :
Microelectronics & Electronics, 2009. PrimeAsia 2009. Asia Pacific Conference on Postgraduate Research in
Print_ISBN :
978-1-4244-4668-1
Electronic_ISBN :
2159-2160
DOI :
10.1109/PRIMEASIA.2009.5397360