Simultaneous excitatory and inhibitory dynamics in an excitable laser

被引:28
|
作者
Ma, Philip Y. [1 ]
Shastri, Bhavin J. [1 ]
de Lima, Thomas Ferreira [1 ]
Huang, Chaoran [1 ]
Tait, Alexander N. [1 ]
Nahmias, Mitchell A. [1 ]
Peng, Hsuan-Tung [1 ]
Prucnal, Paul R. [1 ]
机构
[1] Princeton Univ, Dept Elect Engn, Princeton, NJ 08544 USA
基金
美国国家科学基金会;
关键词
SPIKING; NETWORKS; CIRCUIT; ANALOG;
D O I
10.1364/OL.43.003802
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
Neocortical systems encode information in electrochemical spike timings, not just mean firing rates. Learning and memory in networks of spiking neurons is achieved by the precise timing of action potentials that induces synaptic strengthening (with excitation) or weakening (with inhibition). Inhibition should be incorporated into brain-inspired spike processing in the optical domain to enhance its information-processing capability. We demonstrate the simultaneous excitatory and inhibitory dynamics in an excitable (i.e., a pulsed) laser neuron, both numerically and experimentally. We investigate the bias strength effect, inhibitory strength effect, and excitatory and inhibitory input timing effect, based on the simulation platform of an integrated graphene excitable laser. We further corroborate these analyses with proof-of-principle experiments utilizing a fiber-based graphene excitable laser, where we introduce inhibition by directly modulating the gain of the laser. This technology may potentially open novel spike-processing functionality for future neuromorphic photonic systems. (C) 2018 Optical Society of America
引用
收藏
页码:3802 / 3805
页数:4
相关论文
共 50 条
  • [21] Collective dynamics of a neural network of excitable and inhibitory populations: oscillations, tristability, chaos
    Kirillov, S. Y.
    Zlobin, A. A.
    Klinshov, V. V.
    IZVESTIYA VYSSHIKH UCHEBNYKH ZAVEDENIY-PRIKLADNAYA NELINEYNAYA DINAMIKA, 2023, 31 (06): : 757 - 775
  • [22] Differential connectivity and response dynamics of excitatory and inhibitory neurons in visual cortex
    Sonja B Hofer
    Ho Ko
    Bruno Pichler
    Joshua Vogelstein
    Hana Ros
    Hongkui Zeng
    Ed Lein
    Nicholas A Lesica
    Thomas D Mrsic-Flogel
    Nature Neuroscience, 2011, 14 : 1045 - 1052
  • [23] Finite-size dynamics of inhibitory and excitatory interacting spiking neurons
    Mattia, M
    Del Giudice, P
    PHYSICAL REVIEW E, 2004, 70 (05): : 4
  • [24] Effects of inhibitory and excitatory neurons on the dynamics and control of avalanching neural networks
    Carroll, Jacob
    Warren, Ada
    Tauber, Uwe C.
    PHYSICAL REVIEW E, 2019, 99 (05)
  • [25] Asynchronous and Coherent Dynamics in Balanced Excitatory-Inhibitory Spiking Networks
    Bi, Hongjie
    di Volo, Matteo
    Torcini, Alessandro
    FRONTIERS IN SYSTEMS NEUROSCIENCE, 2021, 15
  • [26] Minimax Dynamics of Optimally Balanced Spiking Networks of Excitatory and Inhibitory Neurons
    Li, Qianyi
    Pehlevan, Cengiz
    ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 33, NEURIPS 2020, 2020, 33
  • [27] Dynamics of deterministic and stochastic paired excitatory-inhibitory delayed feedback
    Laing, CR
    Longtin, A
    NEURAL COMPUTATION, 2003, 15 (12) : 2779 - 2822
  • [28] EXCITATORY/INHIBITORY NEURAL DYNAMICS ASSOCIATE WITH SENSORY AND SOCIAL FEATURES TRANSDIAGNOSTICALLY
    Naples, Adam
    Foss-Feig, Jennifer
    Wolf, Julie
    Srihari, Vinod
    McPartland, James
    JOURNAL OF THE AMERICAN ACADEMY OF CHILD AND ADOLESCENT PSYCHIATRY, 2023, 62 (10): : S390 - S390
  • [29] Differential connectivity and response dynamics of excitatory and inhibitory neurons in visual cortex
    Hofer, Sonja B.
    Ko, Ho
    Pichler, Bruno
    Vogelstein, Joshua
    Ros, Hana
    Zeng, Hongkui
    Lein, Ed
    Lesica, Nicholas A.
    Mrsic-Flogel, Thomas D.
    NATURE NEUROSCIENCE, 2011, 14 (08) : 1045 - U146
  • [30] Hippocampal Excitatory and Inhibitory Microcircuit Dynamics Supporting Temporal Association Memory
    Ahmed, Mohsin
    Terada, Satoshi
    Jin, Michelle
    Priestley, James
    Solis-Canales, Ana Sofia
    Balough, Elizabeth
    Losonczy, Attila
    BIOLOGICAL PSYCHIATRY, 2021, 89 (09) : S307 - S308