Title :
Dynamics and the single spike
Author :
Paulin, Michael G. ; Hoffman, Larry F. ; Assad, Christopher
Author_Institution :
Zoology & Neurosci. Dept., Univ. of Otago, Dunedin, New Zealand
Abstract :
Responses of vestibular primary afferent neurons to head rotation exhibit fractional-order dynamics. As a consequence, the head tends to be in a localized region of its state-space at spike times of a particular neuron during arbitrary head movements, and single spikes can be interpreted as state measurements. We are developing a model of neural computations underlying trajectory prediction and control tasks, based on this experimental observation. This is a step toward a formal neural calculus in which single spikes are modeled realistically as the operands of neural computation.
Keywords :
biocontrol; motion control; neural nets; neurophysiology; position control; state estimation; formal neural calculus; fractional-order dynamics; head rotation; neural computation model; trajectory control; trajectory prediction; vestibular primary afferent neurons; Computational modeling; Distributed computing; Fires; Head; Marine animals; Neurons; Organisms; Particle measurements; Predictive models; Timing; Action Potentials; Algorithms; Animals; Head Movements; Linear Models; Models, Neurological; Musculoskeletal Equilibrium; Nerve Net; Neural Networks (Computer); Neural Pathways; Neurons, Afferent; Nonlinear Dynamics; Rana catesbeiana; Vestibular Nuclei;
Journal_Title :
Neural Networks, IEEE Transactions on
DOI :
10.1109/TNN.2004.832814