Stimulus encoding during the early stages of olfactory processing: A modeling study using an artificial olfactory system

Abstract This paper addresses the issue of how efficient stimulus encoding may be carried out within the early stages of the olfactory system—in particular how a rate-coding scheme compares to the direct transmission of graded potentials in terms of the accuracy of the estimate that an ideal observer may make about the stimulus. We make use of a spiking neuronal model of the early stages of the olfactory system that is driven by fluorescent microbead chemosensors in order to compare these two coding schemes. Our results indicate how the charging time-constants present at the first stages of neuronal information processing within the olfactory bulb directly affects its ability to accurately reconstruct the stimulus.

[1]  G. Lowe,et al.  Nonlinear amplification by calcium-dependent chloride channels in olfactory receptor cells , 1993, Nature.

[2]  J P Rospars,et al.  Modelling of the qualitative discrimination of odours in the first two layers of olfactory system by Jutten and Hérault algorithm. , 1992, Comptes rendus de l'Academie des sciences. Serie III, Sciences de la vie.

[3]  H. V. Shurmer,et al.  The electronic nose , 1994 .

[4]  T. Pearce,et al.  Computational parallels between the biological olfactory pathway and its analogue 'the electronic nose': Part II. Sensor-based machine olfaction. , 1997, Bio Systems.

[5]  T. Pearce Computational parallels between the biological olfactory pathway and its analogue 'the electronic nose': Part I. Biological olfaction. , 1997, Bio Systems.

[6]  David R. Walt,et al.  An olfactory neuronal network for vapor recognition in an artificial nose , 1998, Biological Cybernetics.

[7]  Linda B. Buck,et al.  A zonal organization of odorant receptor gene expression in the olfactory epithelium , 1993, Cell.

[8]  W. Newsome,et al.  The Variable Discharge of Cortical Neurons: Implications for Connectivity, Computation, and Information Coding , 1998, The Journal of Neuroscience.

[9]  William R. Softky,et al.  The highly irregular firing of cortical cells is inconsistent with temporal integration of random EPSPs , 1993, The Journal of neuroscience : the official journal of the Society for Neuroscience.

[10]  T. Sejnowski,et al.  Reliability of spike timing in neocortical neurons. , 1995, Science.

[11]  J. Hildebrand,et al.  Olfactory information processing in the brain: encoding chemical and temporal features of odors. , 1996, Journal of neurobiology.

[12]  J. Kauer,et al.  Convergent, self-encoded bead sensor arrays in the design of an artificial nose. , 1999, Analytical chemistry.