Cargando…
Fully analogue photonic reservoir computer
Introduced a decade ago, reservoir computing is an efficient approach for signal processing. State of the art capabilities have already been demonstrated with both computer simulations and physical implementations. If photonic reservoir computing appears to be promising a solution for ultrafast nont...
Autores principales: | , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group
2016
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4776108/ https://www.ncbi.nlm.nih.gov/pubmed/26935166 http://dx.doi.org/10.1038/srep22381 |
_version_ | 1782419091883032576 |
---|---|
author | Duport, François Smerieri, Anteo Akrout, Akram Haelterman, Marc Massar, Serge |
author_facet | Duport, François Smerieri, Anteo Akrout, Akram Haelterman, Marc Massar, Serge |
author_sort | Duport, François |
collection | PubMed |
description | Introduced a decade ago, reservoir computing is an efficient approach for signal processing. State of the art capabilities have already been demonstrated with both computer simulations and physical implementations. If photonic reservoir computing appears to be promising a solution for ultrafast nontrivial computing, all the implementations presented up to now require digital pre or post processing, which prevents them from exploiting their full potential, in particular in terms of processing speed. We address here the possibility to get rid simultaneously of both digital pre and post processing. The standalone fully analogue reservoir computer resulting from our endeavour is compared to previous experiments and only exhibits rather limited degradation of performances. Our experiment constitutes a proof of concept for standalone physical reservoir computers. |
format | Online Article Text |
id | pubmed-4776108 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-47761082016-03-09 Fully analogue photonic reservoir computer Duport, François Smerieri, Anteo Akrout, Akram Haelterman, Marc Massar, Serge Sci Rep Article Introduced a decade ago, reservoir computing is an efficient approach for signal processing. State of the art capabilities have already been demonstrated with both computer simulations and physical implementations. If photonic reservoir computing appears to be promising a solution for ultrafast nontrivial computing, all the implementations presented up to now require digital pre or post processing, which prevents them from exploiting their full potential, in particular in terms of processing speed. We address here the possibility to get rid simultaneously of both digital pre and post processing. The standalone fully analogue reservoir computer resulting from our endeavour is compared to previous experiments and only exhibits rather limited degradation of performances. Our experiment constitutes a proof of concept for standalone physical reservoir computers. Nature Publishing Group 2016-03-03 /pmc/articles/PMC4776108/ /pubmed/26935166 http://dx.doi.org/10.1038/srep22381 Text en Copyright © 2016, Macmillan Publishers Limited http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ |
spellingShingle | Article Duport, François Smerieri, Anteo Akrout, Akram Haelterman, Marc Massar, Serge Fully analogue photonic reservoir computer |
title | Fully analogue photonic reservoir computer |
title_full | Fully analogue photonic reservoir computer |
title_fullStr | Fully analogue photonic reservoir computer |
title_full_unstemmed | Fully analogue photonic reservoir computer |
title_short | Fully analogue photonic reservoir computer |
title_sort | fully analogue photonic reservoir computer |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4776108/ https://www.ncbi.nlm.nih.gov/pubmed/26935166 http://dx.doi.org/10.1038/srep22381 |
work_keys_str_mv | AT duportfrancois fullyanaloguephotonicreservoircomputer AT smerierianteo fullyanaloguephotonicreservoircomputer AT akroutakram fullyanaloguephotonicreservoircomputer AT haeltermanmarc fullyanaloguephotonicreservoircomputer AT massarserge fullyanaloguephotonicreservoircomputer |