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Xie, X. and Hahnloser, R.H.R., and Seung, H.S. (2002).
A double-ring network model of the head-direction system.
Physical Review E 66, 041902: 1--9 (ps
or pdf).
Abstract
In the head-direction system, the orientation of an animal's head in space
is encoded internally by persistent activities of a pool of cells whose firing
rates are tuned to the animal's directional heading. To maintain an accurate
representation of the heading information when the animal moves, the system
integrates horizontal angular head-velocity signals from the vestibular nuclei
and updates the representation of directional heading. The integration is
a difficult process, given that head velocities can vary over a large range
and the neural system is highly nonlinear. Previous models of integration
have relied on biologically unrealistic mechanisms, such as instantaneous
changes in synaptic strength, or very fast synaptic dynamics. In this paper,
we propose a different integration model with two populations of neurons,
which performs integration based on the differential input of the vestibular
nuclei to these two populations. We mathematically analyze the dynamics of
the model and demonstrate that with carefully tuned synaptic connections
it can accurately integrate a large range of the vestibular input, with potentially
slow synapses.