DocumentCode :
1923084
Title :
A simple variant of Integrate-and-Fire model of neuron for application in neuronal area
Author :
Roy, Soumik ; Ahmed, Taslima ; Dutta, Jiten Ch
Author_Institution :
Dept. of ECE, Tezpur Univ., Tezpur, India
fYear :
2012
fDate :
2-3 March 2012
Firstpage :
28
Lastpage :
30
Abstract :
Though the Hodgkin-Huxley (H-H) type models can reproduce electrophysiological measurements to a high degree of accuracy, its intrinsic complexity restricts its use in describing neural network dynamics. For this reason, many phenomenological spiking neuron models such as Integrate-and-Fire (I&F) models have been developed in the past to discuss aspects of neural coding, memory, or network dynamics. Due to replacement of the rich dynamics of H-H type models, I&F models can not correctly reproduce the neuronal dynamics close to the firing threshold. What is essential for a neuron to correctly reproduce the neural dynamics that it has to spend a significant amount of time far away from the firing threshold. We here discuss the development of a simple variant of Integrate-and-Fire model that can approximately reproduce the voltage dynamics of neuron analogous to H-H model. The model is simulated in ORCAD and results are compared both with H-H type and I&F models. It is seen that this I&F model can reproduce the neural dynamics as close as to H-H type models.
Keywords :
bioelectric phenomena; neural nets; Hodgkin-Huxley type model; ORCAD; electrophysiological measurement; firing threshold; integrate-and-fire model; neural coding; neural dynamics; neural network dynamics; neuronal area; phenomenological spiking neuron model; voltage dynamics; Biological system modeling; Biomembranes; Computational modeling; Electric potential; Integrated circuit modeling; Nerve fibers; Hodgkin-Huxley model; Integrate-and-Fire model; electrophysiological; network dynamics; phenomenological;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computational Intelligence and Signal Processing (CISP), 2012 2nd National Conference on
Conference_Location :
Guwahati, Assam
Print_ISBN :
978-1-4577-0719-3
Type :
conf
DOI :
10.1109/NCCISP.2012.6189679
Filename :
6189679
Link To Document :
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