Stochastic Resonance can Induce Oscillation in a Recurrent Hodgkin-Huxley Neuron Model with Added Gaussian Noise

被引:3
|
作者
Mino, Hiroyuki [1 ]
Durand, Dominique M. [2 ]
机构
[1] Kanto Gakuin Univ, Dept Elect & Comp Engn, Kanazawa Ku, 1-50-1 Mutsuura E, Yokohama, Kanagawa 2368501, Japan
[2] Case Western Reserve Univ, Dept Biochem, Cleveland, OH 44106 USA
来源
2008 30TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-8 | 2008年
关键词
Sub-threshold Synaptic Transmission; Action Potential; Stochastic Resonance; Hodgkin-Huxley model; Inter-Spike Intervals; Computer Simulation;
D O I
10.1109/IEMBS.2008.4649697
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Stochastic resonance (SR) has been shown to enhance the signal to noise ratio or detection of signals in neurons. It has not been clear yet if SR can play an important role in information processing in neural networks. In this paper, we test the hypothesis through computer simulations that SR can induce an oscillation phenomenon in a recurrent neural network with added Gaussian noise in which the recurrent model is constructed by four Hodgkin-Huxley (HH) neuron models. Each HH neuron model is driven by Gaussian noise and subthreshold excitatory synaptic currents with an alpha function,from another HH neuron model, and the action potentials (spike firings) of each HH neuron model are transferred to the other HH neuron model via sub-threshold synaptic currents. From spike firing times recorded, the inter spike interval (ISI) histogram was generated, and the periodicity of spike firings was detected from the ISI histogram at each HH neuron :model. The results show that the probability of spike firings in the oscillation period (about 50 ms or 20 Hz) increases as the standard deviation (S.D.) of the Gaussian white noise increases, and reach a maximum value at a specific S.D. of the Gaussian white noise, implying that SR can improve subthreshold synaptic transmission in the recurrent HH neuron (model. It is concluded that an oscillation (20 Hz) can be induced by adding Gaussian white noise at lower amplitudes with intrinsic characteristics in the recurrent HH neuron model, while another oscillation (100 Hz) can be generated by the noise at greater amplitudes with extrinsic characteristics.
引用
收藏
页码:2457 / +
页数:2
相关论文
共 50 条
  • [1] Logical stochastic resonance in the Hodgkin-Huxley neuron
    Yang, Huamei
    Yao, Yuangen
    PRAMANA-JOURNAL OF PHYSICS, 2023, 97 (02):
  • [2] Coherence resonance induced by non-Gaussian noise in a deterministic Hodgkin-Huxley neuron
    Gong, Yubing
    Xie, Yanhang
    Hao, Yinghang
    PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2009, 388 (18) : 3759 - 3764
  • [3] Chaotic resonance in Hodgkin-Huxley neuron
    Baysal, Veli
    Sarac, Zehra
    Yilmaz, Ergin
    NONLINEAR DYNAMICS, 2019, 97 (02) : 1275 - 1285
  • [4] THE STOCHASTIC, MARKOVIAN, HODGKIN-HUXLEY TYPE OF MATHEMATICAL MODEL OF THE NEURON
    Swietlicka, A.
    Gugala, K.
    Jurkowlaniec, A.
    Sniatala, P.
    Rybarczyk, A.
    NEURAL NETWORK WORLD, 2015, 25 (03) : 219 - 239
  • [5] Stochastic resonance in the Hodgkin-Huxley network
    Kanamaru, T
    Horita, T
    Okabe, Y
    JOURNAL OF THE PHYSICAL SOCIETY OF JAPAN, 1998, 67 (12) : 4058 - 4063
  • [6] Enhancement of spike coherence by the departure from Gaussian noise in a Hodgkin-Huxley neuron
    Xie YanHang
    Gong YuBing
    Hao YingHang
    SCIENCE IN CHINA SERIES B-CHEMISTRY, 2009, 52 (08): : 1186 - 1191
  • [7] Enhancement of spike coherence by the departure from Gaussian noise in a Hodgkin-Huxley neuron
    YanHang Xie
    YuBing Gong
    YingHang Hao
    Science in China Series B: Chemistry, 2009, 52 : 1186 - 1191
  • [8] Effects of magnetic fields on stochastic resonance in Hodgkin-Huxley neuronal network driven by Gaussian noise and non-Gaussian noise
    Huilan Yang
    Guizhi Xu
    Hongbin Wang
    Cognitive Neurodynamics, 2022, 16 : 707 - 717
  • [9] Effects of magnetic fields on stochastic resonance in Hodgkin-Huxley neuronal network driven by Gaussian noise and non-Gaussian noise
    Yang, Huilan
    Xu, Guizhi
    Wang, Hongbin
    COGNITIVE NEURODYNAMICS, 2022, 16 (03) : 707 - 717
  • [10] On a fractional stochastic Hodgkin-Huxley model
    Coutin, Laure
    Guglielmi, Jean-Marc
    Marie, Nicolas
    INTERNATIONAL JOURNAL OF BIOMATHEMATICS, 2018, 11 (05)