Journal
NEUROCOMPUTING
Volume 79, Issue -, Pages 68-74Publisher
ELSEVIER SCIENCE BV
DOI: 10.1016/j.neucom.2011.10.007
Keywords
Liquid computing; Liquid state machine; Hodgkin-Huxley neuron
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Funding
- Polish Ministry of Science and National Education [MNiSW/N519 5781 38]
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The model of mammalian cortical hypercolumn was simulated using liquid state machines built of simple Hodgkin-Huxley neurons. The influence of cell electrical parameters on the system dynamics was investigated. The systematic analysis of the hypercolumn separation ability in the function of time constants, cell membrane capacitance, resistance, Hodgkin-Huxley equilibrium potential and sodium and potassium channel conductances was performed. Optimal ranges of time constants for the most effective computational abilities of the model were estimated. (C) 2011 Elsevier B.V. All rights reserved.
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