Conference paper
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
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ITCOM 1999
Seiji Takeda, Toshiyuki Hama, et al.
KDD 2020
Yasunao Katayama
NANO 2005