DocumentCode :
40933
Title :
A Communication Theoretical Analysis of Synaptic Multiple-Access Channel in Hippocampal-Cortical Neurons
Author :
Malak, D. ; Akan, Ozgur B.
Author_Institution :
Dept. of Electr. & Electron. Eng., Koc Univ., Istanbul, Turkey
Volume :
61
Issue :
6
fYear :
2013
fDate :
Jun-13
Firstpage :
2457
Lastpage :
2467
Abstract :
Communication between neurons occurs via transmission of neural spike trains through junctional structures, either electrical or chemical synapses, providing connections among nerve terminals. Since neural communication is achieved at synapses, the process of neurotransmission is called synaptic communication. Learning and memory processes are based on the changes in strength and connectivity of neural networks which usually contain multiple synaptic connections. In this paper, we investigate multiple-access neuro-spike communication channel, in which the neural signal, i.e., the action potential, is transmitted through multiple synaptic paths directed to a common postsynaptic neuron terminal. Synaptic transmission is initiated with random vesicle release process from presynaptic neurons to synaptic paths. Each synaptic channel is characterized by its impulse response and the number of available postsynaptic receptors. Here, we model the multiple-access synaptic communication channel, and investigate the information rate per spike at the postsynaptic neuron, and how postsynaptic rate is enhanced compared to single terminal synaptic communication channel. Furthermore, we analyze the synaptic transmission performance by incorporating the role of correlation among presynaptic terminals, and point out the postsynaptic rate improvement.
Keywords :
biocommunications; bioelectric phenomena; biomembrane transport; multi-access systems; transient response; communication theoretical analysis; hippocampal-cortical neurons; impulse response; multiple-access neuro-spike communication channel; nerve terminals; neural communication; neural networks; neural spike trains; postsynaptic neuron; postsynaptic rate improvement; postsynaptic receptors; single terminal synaptic communication channel; synaptic channel; synaptic connections; synaptic multiple-access channel; synaptic paths; synaptic transmission; Communication channels; Correlation; Neurons; Neurotransmitters; Probability; Radio frequency; Stochastic processes; Synaptic multiple-access channel; achievable rate; neuro-spike communication; synapse;
fLanguage :
English
Journal_Title :
Communications, IEEE Transactions on
Publisher :
ieee
ISSN :
0090-6778
Type :
jour
DOI :
10.1109/TCOMM.2013.042313.120799
Filename :
6510025
Link To Document :
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