Physiologically realistic modelling of a mechanism for neural representation of intervals of time.

A model for a recurrent network of bistable spiking neurons is examined. Each neuron is described by a leaky-integrate-and-fire formulation with biophysically realistic currents and noise. Specially, neuronal bistability is equipped by after-depolarisation current. Results obtained by computer simulation show that spiking of each neuron starting at an initial time continues for an extended period and then suddenly ceases at around a certain time. We hypothesise that activation of neurons that starts at t = 0 and voluntarily ceases at t = T is a neural underpinning of internal representation of an interval of time T. The above results theoretically support this hypothesis by demonstrating one possible mechanism to generate such time course of neuronal activation.

[1]  Terrence J. Sejnowski,et al.  An Efficient Method for Computing Synaptic Conductances Based on a Kinetic Model of Receptor Binding , 1994, Neural Computation.

[2]  H Okamoto,et al.  A model for neural representation of temporal duration. , 2000, Bio Systems.

[3]  A. Miyake,et al.  Models of Working Memory , 1997 .

[4]  H Okamoto,et al.  Neural mechanism for a cognitive timer. , 2001, Physical review letters.

[5]  R. Ivry The representation of temporal information in perception and motor control , 1996, Current Opinion in Neurobiology.

[6]  J E Lisman,et al.  Storage of 7 +/- 2 short-term memories in oscillatory subcycles , 1995, Science.

[7]  J. Fellous,et al.  A role for NMDA-receptor channels in working memory , 1998, Nature Neuroscience.

[8]  Priti Shah,et al.  Models of Working Memory: Ode on Working Memory , 1999 .

[9]  Xiao-Jing Wang,et al.  A Model of Visuospatial Working Memory in Prefrontal Cortex: Recurrent Network and Cellular Bistability , 1998, Journal of Computational Neuroscience.

[10]  P. Goldman-Rakic,et al.  Mnemonic coding of visual space in the monkey's dorsolateral prefrontal cortex. , 1989, Journal of neurophysiology.

[11]  J. Artieda,et al.  Time, internal clocks, and movement , 1996 .

[12]  S. Haj-Dahmane,et al.  Ionic mechanism of the slow afterdepolarization induced by muscarinic receptor activation in rat prefrontal cortex. , 1998, Journal of neurophysiology.

[13]  C. Gallistel,et al.  Toward a neurobiology of temporal cognition: advances and challenges , 1997, Current Opinion in Neurobiology.

[14]  J J Hopfield,et al.  What is a moment? "Cortical" sensory integration over a brief interval. , 2000, Proceedings of the National Academy of Sciences of the United States of America.

[15]  Masataka Watanabe,et al.  Prefrontal and cingulate unit activity during timing behavior in the monkey , 1979, Brain Research.

[16]  W. Meck,et al.  Neuropsychological mechanisms of interval timing behavior. , 2000, BioEssays : news and reviews in molecular, cellular and developmental biology.

[17]  T. Sejnowski,et al.  Neurocomputational models of working memory , 2000, Nature Neuroscience.