Chaotic resonance in Hodgkin-Huxley neuron

被引:63
作者
Baysal, Veli [1 ]
Sarac, Zehra [2 ]
Yilmaz, Ergin [1 ]
机构
[1] Bulent Ecevit Univ, Dept Biomed Engn, TR-67100 Zonguldak, Turkey
[2] Bulent Ecevit Univ, Dept Elect Elect Engn, TR-67100 Zonguldak, Turkey
关键词
Chaotic resonance; H-H neuron; Lorenz system; STOCHASTIC RESONANCE; SIGNAL-TRANSDUCTION; NOISE; BRAIN; MODEL; ENHANCEMENT; OSCILLATION; DYNAMICS; CRAYFISH; STATE;
D O I
10.1007/s11071-019-05047-w
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
Chaotic Resonance (CR), whereby the response of a nonlinear system to a weak signal can be enhanced by the assistance of chaotic activities that can be intrinsic or extrinsic, has recently been studied widely. In this paper, the effects of extrinsic chaotic signal on the weak signal detection performance of the Hodgkin-Huxley neuron are examined via numerical simulation. The chaotic signal has been derived from Lorenz system and is injected to neuron as a current. Obtained results have revealed that the H-H neuron exhibits CR phenomenon depending on the chaotic current intensity. Also, we have found an optimal chaotic current intensity ensuring the best detection of the weak signal in H-H neuron via CR. In addition, we have calculated the maximal Lyapunov exponent to determine whether the H-H neuron is in chaotic regime. After determining the state of the neuron, we have shown that the H-H neuron can be able to detect the weak signal even if it is in the chaotic regime. Finally, we have investigated the effects of chaotic activity on the collective behavior of H-H neurons in small-world networks and have concluded that CR effect is a robust phenomenon which can be observed both in single neurons and neuronal networks.
引用
收藏
页码:1275 / 1285
页数:11
相关论文
共 64 条
[21]   Aperiodic phase re-setting in scalp EEG of beta-gamma oscillations by state transitions at alpha-theta rates [J].
Freeman, WJ ;
Burke, BC ;
Holmes, MD .
HUMAN BRAIN MAPPING, 2003, 19 (04) :248-272
[22]   Evidence from human scalp electroencephalograms of global chaotic itinerancy [J].
Freeman, WJ .
CHAOS, 2003, 13 (03) :1067-1077
[23]  
FREEMAN WJ, 1990, SPRINGER SERIES SYNE, V45, P126
[24]   Stochastic resonance [J].
Gammaitoni, L ;
Hanggi, P ;
Jung, P ;
Marchesoni, F .
REVIEWS OF MODERN PHYSICS, 1998, 70 (01) :223-287
[25]   Stochastic resonance in Hodgkin-Huxley neuron induced by unreliable synaptic transmission [J].
Guo, Daqing ;
Li, Chunguang .
JOURNAL OF THEORETICAL BIOLOGY, 2012, 308 :105-114
[26]   FREQUENCY ENTRAINMENT OF SQUID AXON MEMBRANE [J].
GUTTMAN, R ;
FELDMAN, L ;
JAKOBSSON, E .
JOURNAL OF MEMBRANE BIOLOGY, 1980, 56 (01) :9-18
[27]  
Hänggi P, 2002, CHEMPHYSCHEM, V3, P285, DOI 10.1002/1439-7641(20020315)3:3<285::AID-CPHC285>3.0.CO
[28]  
2-A
[29]   Short-Term Plasticity Explains Irregular Persistent Activity in Working Memory Tasks [J].
Hansel, David ;
Mato, German .
JOURNAL OF NEUROSCIENCE, 2013, 33 (01) :133-149
[30]   CHAOTIC RESPONSE OF THE PACEMAKER NEURON [J].
HAYASHI, H ;
ISHIZUKA, S ;
HIRAKAWA, K .
JOURNAL OF THE PHYSICAL SOCIETY OF JAPAN, 1985, 54 (06) :2337-2346