Adaptive all-optical sigmoid activation functions for Photonic Neural Networks using Fabry-Perot laser diodes under optical injection

被引:0
作者
Atanasijevic, Petar [1 ]
Pappas, Christos [2 ]
Banovic, Mladen [1 ]
Crnjanski, Jasna [1 ]
Tsakyridis, Apostolos [2 ]
Moralis-Pegios, Miltiadis [2 ]
Vyrsokinos, Konstantinos [2 ]
Krstic, Marko [1 ]
Mihailovic, Peda [1 ]
Petricevic, Slobodan [1 ]
Pleros, Nikos [2 ]
Gvozdic, Dejan [1 ]
机构
[1] Univ Belgrade, Sch Elect Engn, Bulevar Kralja Aleksandra 73, Belgrade 11120, Serbia
[2] Aristotle Univ Thessaloniki, Ctr Interdisciplinary Res & Innovat, Informat Dept, Thessaloniki, Greece
来源
2024 OPTICAL FIBER COMMUNICATIONS CONFERENCE AND EXHIBITION, OFC | 2024年
关键词
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
We experimentally validate the all-optical activation functions in Fabry-Perot lasers under optical injection for random and non-random inputs. Sigmoid-like activations for 100 ps pulses are reconfigured using injection parameters, consuming 1.4 pJ per nonlinear operation. (c) 2024 The Authors
引用
收藏
页数:3
相关论文
共 14 条
[1]   Adaptive sigmoid-like and PReLU activation functions for all-optical perceptron [J].
Crnjanski, Jasna ;
Krstic, Marko ;
Totovic, Angelina ;
Pleros, Nikos ;
Gvozdic, Dejan .
OPTICS LETTERS, 2021, 46 (09) :2003-2006
[2]   Survey on Activation Functions for Optical Neural Networks [J].
Destras, Oceane ;
Le Beux, Sebastien ;
de Magalhaes, Felipe Gohring ;
Nicolescu, Gabriela .
ACM COMPUTING SURVEYS, 2024, 56 (02)
[3]   Neuromorphic photonics with electro-absorption modulators [J].
George, Jonathan K. ;
Mehrabian, Armin ;
Amin, Rubab ;
Meng, Jiawei ;
de Lima, Thomas Ferreira ;
Tait, Alexander N. ;
Shastri, Bhavin J. ;
El-Ghazawi, Tarek ;
Prucnal, Paul R. ;
Sorger, Volker J. .
OPTICS EXPRESS, 2019, 27 (04) :5181-5191
[4]   Reconfigurable all-optical nonlinear activation functions for neuromorphic photonics [J].
Jha, Aashu ;
Huang, Chaoran ;
Prucnal, Paul R. .
OPTICS LETTERS, 2020, 45 (17) :4819-4822
[5]   Injection Power and Detuning-Dependent Bistability in Fabry-Perot Laser Diodes [J].
Krstic, Marko M. ;
Crnjanski, Jasna V. ;
Gvozdic, Dejan M. .
IEEE JOURNAL OF SELECTED TOPICS IN QUANTUM ELECTRONICS, 2012, 18 (02) :826-833
[6]   All-optical ultrafast ReLU function for energy-efficient nanophotonic deep learning [J].
Li, Gordon H. Y. ;
Sekine, Ryoto ;
Nehra, Rajveer ;
Gray, Robert M. ;
Ledezma, Luis ;
Guo, Qiushi ;
Marandi, Alireza .
NANOPHOTONICS, 2023, 12 (05) :847-855
[7]   Neuromorphic Silicon Photonics and Hardware-Aware Deep Learning for High-Speed Inference [J].
Moralis-Pegios, Miltiadis ;
Mourgias-Alexandris, George ;
Tsakyridis, Apostolos ;
Giamougiannis, George ;
Totovic, Angelina ;
Dabos, George ;
Passalis, Nikolaos ;
Kirtas, Manos ;
Rutirawut, T. ;
Gardes, F. Y. ;
Tefas, Anastasios ;
Pleros, Nikos .
JOURNAL OF LIGHTWAVE TECHNOLOGY, 2022, 40 (10) :3243-3254
[8]   Noise-resilient and high-speed deep learning with coherent silicon photonics [J].
Mourgias-Alexandris, G. ;
Moralis-Pegios, M. ;
Tsakyridis, A. ;
Simos, S. ;
Dabos, G. ;
Totovic, A. ;
Passalis, N. ;
Kirtas, M. ;
Rutirawut, T. ;
Gardes, F. Y. ;
Tefas, A. ;
Pleros, N. .
NATURE COMMUNICATIONS, 2022, 13 (01)
[9]   An all-optical neuron with sigmoid activation function [J].
Mourgias-Alexandris, G. ;
Tsakyridis, A. ;
Passalis, N. ;
Tefas, A. ;
Vyrsokinos, K. ;
Pleros, N. .
OPTICS EXPRESS, 2019, 27 (07) :9620-9630
[10]   Programmable Tanh-, ELU-, Sigmoid-, and Sin-Based Nonlinear Activation Functions for Neuromorphic Photonics [J].
Pappas, Christos ;
Kovaios, Stefanos ;
Moralis-Pegios, Miltiadis ;
Tsakyridis, Apostolos ;
Giamougiannis, George ;
Kirtas, Manos ;
Van Kerrebrouck, Joris ;
Coudyzer, Gertjan ;
Yin, Xin ;
Passalis, Nikolaos ;
Tefas, Anastasios ;
Pleros, Nikos .
IEEE JOURNAL OF SELECTED TOPICS IN QUANTUM ELECTRONICS, 2023, 29 (06)