Optical hybrid analog-digital signal processing based on spike processing in neurons

Mable P. Fok, Yue Tian, David Rosenbluth, Yanhua Deng, Paul R. Prucnal

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Scopus citations

Abstract

Spike processing is one kind of hybrid analog-digital signal processing, which has the efficiency of analog processing and the robustness to noise of digital processing. When instantiated with optics, a hybrid analog-digital processing primitive has the potential to be scalable, computationally powerful, and have high operation bandwidth. These devices open up a range of processing applications for which electronic processing is too slow. Our approach is based on a hybrid analog/digital computational primitive that elegantly implements the functionality of an integrate-and-fire neuron using a Ge-doped non-linear optical fiber and off-the-shelf semiconductor devices. In this paper, we introduce our photonic neuron architecture and demonstrate the feasibility of implementing simple photonic neuromorphic circuits, including the auditory localization algorithm of the barn owl, which is useful for LIDAR localization, and the crayfish tail-flip escape response.

Original languageEnglish (US)
Title of host publicationOptics and Photonics for Information Processing V
DOIs
StatePublished - Nov 1 2011
EventOptics and Photonics for Information Processing V - San Diego, CA, United States
Duration: Aug 24 2011Aug 25 2011

Publication series

NameProceedings of SPIE - The International Society for Optical Engineering
Volume8134
ISSN (Print)0277-786X

Other

OtherOptics and Photonics for Information Processing V
CountryUnited States
CitySan Diego, CA
Period8/24/118/25/11

All Science Journal Classification (ASJC) codes

  • Electronic, Optical and Magnetic Materials
  • Condensed Matter Physics
  • Computer Science Applications
  • Applied Mathematics
  • Electrical and Electronic Engineering

Keywords

  • Neuromorphic processing
  • Nonlinear optics
  • Optical signal processing
  • Photonics
  • Spike processing

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  • Cite this

    Fok, M. P., Tian, Y., Rosenbluth, D., Deng, Y., & Prucnal, P. R. (2011). Optical hybrid analog-digital signal processing based on spike processing in neurons. In Optics and Photonics for Information Processing V [813402] (Proceedings of SPIE - The International Society for Optical Engineering; Vol. 8134). https://doi.org/10.1117/12.895347