Neuromorphic Computing Based on Silicon Photonics and Reservoir Computing

作者:Katumba Andrew; Freiberger Matthias; Laporte Floris; Lugnan Alessio; Sackesyn Stijn; Ma Chonghuai; Dambre Joni; Bienstman Peter
来源:IEEE Journal of Selected Topics in Quantum Electronics, 2018, 24(6): 8300310.
DOI:10.1109/JSTQE.2018.2821843

摘要

We present our latest progress using new neuromorphic paradigms for optical information processing in silicon photonics. We show how passive reservoir computing chips can be used to perform a variety of tasks (bit level tasks, nonlinear dispersion compensation, etc.) at high speeds and low power consumption. In addition, we present a spatial analog of reservoir computing based on pillar scatterers and a cavity that can be used to speed up classification of biological cells.

  • 出版日期2018-12