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Using linear systems theory to study nonlinear dynamics of relay cells

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Abstract

Relay cells are prevalent throughout sensory systems and receive two types of inputs: driving and modulating. The driving input contains receptive field properties that must be relayed while the modulating input alters the reliability of this relay. In this paper, we analyze a biophysical based nonlinear model of a relay cell and use systems theoretic tools to construct analytic bounds on how well the cell transmits a driving input as a function of the neuron's electrophysiological properties, the modulating input, and the driving signal parameters. Our analysis applies to both 2 nd & 3 rd order model as long as the neuron does not spike without a driving input pulse and exhibits a refractory period. Our bounds suggest, for instance, that if the frequency of the modulating input increases and the DC offset decreases, then reliability increases. Our analysis also shows how the biophysical properties of the neuron (e.g. ion channel dynamics) define the oscillatory patterns needed in the modulating input for appropriately timed relay of sensory information.

Original languageEnglish (US)
Title of host publicationICINCO 2012 - Proceedings of the 9th International Conference on Informatics in Control, Automation and Robotics
Pages433-438
Number of pages6
StatePublished - 2012
Externally publishedYes
Event9th International Conference on Informatics in Control, Automation and Robotics, ICINCO 2012 - Rome, Italy
Duration: Jul 28 2012 → Jul 31 2012

Publication series

NameICINCO 2012 - Proceedings of the 9th International Conference on Informatics in Control, Automation and Robotics
Volume1

Conference

Conference9th International Conference on Informatics in Control, Automation and Robotics, ICINCO 2012
Country/TerritoryItaly
CityRome
Period7/28/12 → 7/31/12

Keywords

  • Hodgkin huxley type models
  • Relay neurons
  • Reliability
  • Thalamus

ASJC Scopus subject areas

  • Information Systems
  • Control and Systems Engineering

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