Literature DB >> 24921786

All-optical reservoir computer based on saturation of absorption.

Antoine Dejonckheere, François Duport, Anteo Smerieri, Li Fang, Jean-Louis Oudar, Marc Haelterman, Serge Massar.   

Abstract

Reservoir computing is a new bio-inspired computation paradigm. It exploits a dynamical system driven by a time-dependent input to carry out computation. For efficient information processing, only a few parameters of the reservoir needs to be tuned, which makes it a promising framework for hardware implementation. Recently, electronic, opto-electronic and all-optical experimental reservoir computers were reported. In those implementations, the nonlinear response of the reservoir is provided by active devices such as optoelectronic modulators or optical amplifiers. By contrast, we propose here the first reservoir computer based on a fully passive nonlinearity, namely the saturable absorption of a semiconductor mirror. Our experimental setup constitutes an important step towards the development of ultrafast low-consumption analog computers.

Year:  2014        PMID: 24921786     DOI: 10.1364/OE.22.010868

Source DB:  PubMed          Journal:  Opt Express        ISSN: 1094-4087            Impact factor:   3.894


  10 in total

1.  Temporal pattern recognition with delayed feedback spin-torque nano-oscillators.

Authors:  M Riou; J Torrejon; B Garitaine; F Abreu Araujo; P Bortolotti; V Cros; S Tsunegi; K Yakushiji; A Fukushima; H Kubota; S Yuasa; D Querlioz; M D Stiles; J Grollier
Journal:  Phys Rev Appl       Date:  2019       Impact factor: 4.985

2.  Room-temperature subnanosecond waveguide lasers in Nd:YVO4 Q-switched by phase-change VO2: A comparison with 2D materials.

Authors:  Weijie Nie; Rang Li; Chen Cheng; Yanxue Chen; Qingming Lu; Carolina Romero; Javier R Vázquez de Aldana; Xiaotao Hao; Feng Chen
Journal:  Sci Rep       Date:  2017-04-06       Impact factor: 4.379

3.  Low-Loss Photonic Reservoir Computing with Multimode Photonic Integrated Circuits.

Authors:  Andrew Katumba; Jelle Heyvaert; Bendix Schneider; Sarah Uvin; Joni Dambre; Peter Bienstman
Journal:  Sci Rep       Date:  2018-02-08       Impact factor: 4.379

4.  Photonic machine learning implementation for signal recovery in optical communications.

Authors:  Apostolos Argyris; Julián Bueno; Ingo Fischer
Journal:  Sci Rep       Date:  2018-05-31       Impact factor: 4.379

5.  Comparing different nonlinearities in readout systems for optical neuromorphic computing networks.

Authors:  Chonghuai Ma; Joris Lambrecht; Floris Laporte; Xin Yin; Joni Dambre; Peter Bienstman
Journal:  Sci Rep       Date:  2021-12-17       Impact factor: 4.379

6.  LOEN: Lensless opto-electronic neural network empowered machine vision.

Authors:  Wanxin Shi; Zheng Huang; Honghao Huang; Chengyang Hu; Minghua Chen; Sigang Yang; Hongwei Chen
Journal:  Light Sci Appl       Date:  2022-05-04       Impact factor: 20.257

7.  Reconfigurable electro-optical logic gates using a 2-layer multilayer perceptron.

Authors:  Chu-En Lin; Yueh-Heng Lu; Meng-Ting Zhou; Chii-Chang Chen
Journal:  Sci Rep       Date:  2022-08-20       Impact factor: 4.996

8.  Electronic band-gap modified passive silicon optical modulator at telecommunications wavelengths.

Authors:  Rui Zhang; Haohai Yu; Huaijin Zhang; Xiangdong Liu; Qingming Lu; Jiyang Wang
Journal:  Sci Rep       Date:  2015-11-13       Impact factor: 4.379

9.  Fully analogue photonic reservoir computer.

Authors:  François Duport; Anteo Smerieri; Akram Akrout; Marc Haelterman; Serge Massar
Journal:  Sci Rep       Date:  2016-03-03       Impact factor: 4.379

10.  Role of non-linear data processing on speech recognition task in the framework of reservoir computing.

Authors:  Flavio Abreu Araujo; Mathieu Riou; Jacob Torrejon; Sumito Tsunegi; Damien Querlioz; Kay Yakushiji; Akio Fukushima; Hitoshi Kubota; Shinji Yuasa; Mark D Stiles; Julie Grollier
Journal:  Sci Rep       Date:  2020-01-15       Impact factor: 4.379

  10 in total

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