All-optical Leaky-integrate-and-fire Neuron with Half-sigmoid Transfer Function

被引：0

作者：

Li, Qiang ^{[1
]}

Wang, Zhi ^{[1
]}

Fu, Ziling ^{[1
]}

Wang, Huiying ^{[1
]}

Cui, Can ^{[1
]}

Wu, Chongqing ^{[1
]}

机构：

[1] Beijing Jiaotong Univ, Inst Opt Informat, Key Lab Luminescence & Opt Informat, Minist Educ, Beijing 100044, Peoples R China

来源：

2019 ASIA COMMUNICATIONS AND PHOTONICS CONFERENCE (ACP) | 2019年

基金：

中国国家自然科学基金;

关键词：

IMPLEMENTATION;

D O I：

暂无

中图分类号：

O43 [光学];

学科分类号：

070207 ; 0803 ;

摘要：

We experimentally demonstrated an all-optical leaky-integrate-and-fire (LIF) neuron which can perform half-sigmoid transfer function. The proposed all-optical LIF neuron can behave as an excitatory or inhibitory neuron by tuning the initial state of polarization. (C) 2019 The Author(s)

引用

页数：3

共 22 条

[1] Ultrafast all-optical implementation of a leaky integrate-and-fire neuron
Kravtsov, Konstantin
Fok, Mable P.
Rosenbluth, David
Prucnal, Paul R.
OPTICS EXPRESS, 2011, 19 (03): : 2133 - 2147
[2] Modified Bifurcating Neuron with leaky-integrate-and-fire model
Risinger, L
Kaikhah, K
INNOVATIONS IN APPLIED ARTIFICIAL INTELLIGENCE, 2004, 3029 : 1033 - 1042
[3] A Leaky-Integrate-and-Fire Neuron Analog Realized with a Mott Insulator
Stoliar, Pablo
Tranchant, Julien
Corraze, Benoit
Janod, Etienne
Besland, Marie-Paule
Tesler, Federico
Rozenberg, Marcelo
Cario, Laurent
ADVANCED FUNCTIONAL MATERIALS, 2017, 27 (11)
[4] An all-optical neuron with sigmoid activation function
Mourgias-Alexandris, G.
Tsakyridis, A.
Passalis, N.
Tefas, A.
Vyrsokinos, K.
Pleros, N.
OPTICS EXPRESS, 2019, 27 (07): : 9620 - 9630
[5] Effects of passive dendritic tree properties on the firing dynamics of a leaky-integrate-and-fire neuron
Saparov, Abulhair
Schwemmer, Michael A.
MATHEMATICAL BIOSCIENCES, 2015, 269 : 61 - 75
[6] A Stochastic Leaky-Integrate-and-Fire Neuron Model With Floating Gate-Based Technology for Fast and Accurate Population Coding
Goda, Akira
Matsui, Chihiro
Takeuchi, Ken
IEEE JOURNAL OF THE ELECTRON DEVICES SOCIETY, 2022, 10 : 861 - 869
[7] Leaky-Integrate-and-Fire Neuron-Like Long-Short-Term-Memory Units as Model System in Computational Biology
Gerum, Richard
Erpenbeck, Andre
Krauss, Patrick
Schilling, Achim
2023 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, IJCNN, 2023,
[8] Linear leaky-integrate-and-fire neuron model based spiking neural networks and its mapping relationship to deep neural networks
Lu, Sijia
Xu, Feng
FRONTIERS IN NEUROSCIENCE, 2022, 16
[9] MOMENT-GENERATING FUNCTION OF OUTPUT STREAM OF LEAKY INTEGRATE-AND-FIRE NEURON
Vidybida, A. K.
Shchur, O., V
UKRAINIAN JOURNAL OF PHYSICS, 2021, 66 (03): : 254 - 259
[10] Magnetization reversal by multiple optical pulses for a photonic spiking neuron with the leaky integrate and fire model
Takagi, Gaku
Murai, Toshiya
Shoji, Yuya
JAPANESE JOURNAL OF APPLIED PHYSICS, 2024, 63 (07)

← 1 2 3 →