JOURNAL ARTICLE

High Density Photonic Reservoir Computing using Optical Fiber and Polymer Waveguide

Abstract

We present a demo system of FPGA-driven time-delay photonic reservoir computer. The architecture of the reservoir is based on a high bandwidth density optical interconnect technologies using VCSEL and photodiode chips with multi-mode optical fiber, and specially designed polymer waveguides. Using the demo system, we also present the results on voice utterance dataset. This reservoir is promising for a power-efficient board-integrated photonic neural network.

Keywords:
Photonics Photodiode Reservoir computing Bandwidth (computing) Field-programmable gate array Computer science Optical fiber Silicon photonics Optoelectronics Materials science Artificial neural network Telecommunications Embedded system

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Topics

Neural Networks and Reservoir Computing
Physical Sciences →  Computer Science →  Artificial Intelligence
Optical Network Technologies
Physical Sciences →  Engineering →  Electrical and Electronic Engineering
Advanced Memory and Neural Computing
Physical Sciences →  Engineering →  Electrical and Electronic Engineering
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