Responses of a Hodgkin-Huxley Neuron to Various Types of Spike-Train Inputs
arXiv:cond-mat/9906020 · doi:10.1103/PhysRevE.61.718
Abstract
Numerical investigations have been made of responses of a Hodgkin-Huxley (HH) neuron to spike-train inputs whose interspike interval (ISI) is modulated by deterministic, semi-deterministic (chaotic) and stochastic signals. As deterministic one, we adopt inputs with the time-independent ISI and with time-dependent ISI modulated by sinusoidal signal. The Rössler and Lorentz models are adopted for chaotic modulations of ISI. Stochastic ISI inputs with the Gamma distribution are employed. It is shown that distribution of output ISI data depends not only on the mean of ISIs of spike-train inputs but also on their fluctuations. The distinction of responses to the three kinds of inputs can be made by return maps of input and output ISIs, but not by their histograms. The relation between the variations of input and output ISIs is shown to be different from that of the integrate and fire (IF) model because of the refractory period in the HH neuron.
Revtex 14 pages, 6 figures; added Subj-class; replaced postscript figures by those with higher resolution
Cited by in corpus (14)
- Firing dynamics of an autaptic neuron
- Dynamical mean-field theory of noisy spiking neuron ensembles: Application to the Hodgkin-Huxley model
- Dynamical response of the Hodgkin-Huxley model in the high-input regime
- Stability analysis of the Hindmarsh-Rose neuron under electromagnetic induction
- Response of a Hodgkin-Huxley neuron to a high-frequency input
- Diffusion Entropy Approach to Dynamical Characteristics of a Hodgkin-Huxley Neuron
- Coherent response of the Hodgkin-Huxley neuron in the high-input regime
- Influence of synaptic interaction on firing synchronization and spike death in excitatory neuronal networks
- Bistability and resonance in the periodically stimulated Hodgkin-Huxley model with noise
- Generalized Rate-Code Model for Neuron Ensembles with Finite Populations
- Stochastic Resonance of Ensemble Neurons for Transient Spike Trains: A Wavelet Analysis
- Population rate codes carried by mean, fluctuation and synchrony of neuronal firings
- An associative memory of Hodgkin-Huxley neuron networks with Willshaw-type synaptic couplings
- Spike-Train Responses of a Pair of Hodgkin-Huxley Neurons with Time-Delayed Couplings