Yasunao Katayama
IEEE TNANO
We present a framework of wave-based neuromorphic computing aiming at brain-like capabilities and efficiencies with nanoscale device integration. We take advantage of the unique nature of elastic nondissipative wave dynamics in both computations and IO communications in between as a means to natively implement and execute neuromorphic computing functions such as weighted sum in a spatiotemporal manner. Lower bound analysis based on a memory model and wave group velocity scaling is provided for conceptual evaluations.
Yasunao Katayama
IEEE TNANO
Yasuteru Kohda, Kohji Takano, et al.
CCNC 2015
Jean Benoit Héroux, Hidetoshi Numata, et al.
IJCNN 2018
Gouhei Tanaka, Ryosho Nakane, et al.
IEEE TNNLS