FPGA-driven High Density Photonic Reservoir Computing
Hidetoshi Numata, Jean Benoit Heroux, et al.
ICEP 2022
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.
Hidetoshi Numata, Jean Benoit Heroux, et al.
ICEP 2022
Brian A. Floyd, Alberto Valdes-Garcia, et al.
VLSI-TSA 2010
Nicky C.C. Lu, Gary B. Bronner, et al.
IEEE Journal of Solid-State Circuits
Yasunao Katayama, Masato Koda
Journal of Computational Physics