DocumentCode :
1760453
Title :
Neuronal Model With Distributed Delay: Emergence of Unimodal and Bimodal ISI Distributions
Author :
Sharma, Sanjay Kumar ; Karmeshu
Author_Institution :
Sch. of Comput. of Syst. Sci., Jawaharlal Nehru Univ., New Delhi, India
Volume :
12
Issue :
1
fYear :
2013
fDate :
41334
Firstpage :
1
Lastpage :
12
Abstract :
The empirically observed inter-spike interval (ISI) patterns in neuronal dynamics exhibit unimodal and bimodal behavior. The widely studied IF and LIF models are known to display only unimodal ISI distribution. A challenging problem in modeling of neuronal dynamics is to understand mechanism which can generate the empirically observed ISI patterns. A new neuronal model incorporating distributed delay (NMDD), proposed by Karmeshu, Varun, and Kadambari has been investigated in greater details for gamma distributed memory kernels with weak and strong delays. The underlying dynamics of membrane potential in subthreshold regime may result in bimodality of ISI distribution. It is found as the mean of the delay kernel exceeds a critical value, the ISI distribution makes a transition from unimodal to bimodal. Extensive simulation studies reveal that different empirically observed ISI patterns can be generated and interesting behavior is observed when excitatory and inhibitory rates of EPSP and IPSP processes are close to each other. This investigation suggests the important role played by distributed delays in neuronal dynamics.
Keywords :
bioelectric potentials; biomembranes; delays; medical computing; neural nets; neurophysiology; bimodal interspike interval distributions; excitatory rates; gamma distributed memory kernels; inhibitory rates; membrane potential; neuronal dynamics; neuronal model incorporating distributed delay; unimodal interspike interval distributions; Computational modeling; Delay; Equations; Kernel; Mathematical model; Neurons; Shape; Bimodal distribution; excitatory and inhibitory rates; gamma distributed memory kernel; inter spike interval; stochastic integro-differential equation; unimodal distribution;
fLanguage :
English
Journal_Title :
NanoBioscience, IEEE Transactions on
Publisher :
ieee
ISSN :
1536-1241
Type :
jour
DOI :
10.1109/TNB.2012.2230447
Filename :
6384801
Link To Document :
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