Literature DB >> 19018701

Chemosensor-driven artificial antennal lobe transient dynamics enable fast recognition and working memory.

Mehmet K Muezzinoglu1, Ramon Huerta, Henry D I Abarbanel, Margaret A Ryan, Mikhail I Rabinovich.   

Abstract

The speed and accuracy of odor recognition in insects can hardly be resolved by the raw descriptors provided by olfactory receptors alone due to their slow time constant and high variability. The animal overcomes these barriers by means of the antennal lobe (AL) dynamics, which consolidates the classificatory information in receptor signal with a spatiotemporal code that is enriched in odor sensitivity, particularly in its transient. Inspired by this fact, we propose an easily implementable AL-like network and show that it significantly expedites and enhances the identification of odors from slow and noisy artificial polymer sensor responses. The device owes its efficiency to two intrinsic mechanisms: inhibition (which triggers a competition) and integration (due to the dynamical nature of the network). The former functions as a sharpening filter extracting the features of receptor signal that favor odor separation, whereas the latter implements a working memory by accumulating the extracted features in trajectories. This cooperation boosts the odor specificity during the receptor transient, which is essential for fast odor recognition.

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Year:  2009        PMID: 19018701     DOI: 10.1162/neco.2008.05-08-780

Source DB:  PubMed          Journal:  Neural Comput        ISSN: 0899-7667            Impact factor:   2.026


  5 in total

1.  Pattern orthogonalization via channel decorrelation by adaptive networks.

Authors:  Stuart D Wick; Martin T Wiechert; Rainer W Friedrich; Hermann Riecke
Journal:  J Comput Neurosci       Date:  2009-08-28       Impact factor: 1.621

2.  A computational framework for understanding decision making through integration of basic learning rules.

Authors:  Maxim Bazhenov; Ramon Huerta; Brian H Smith
Journal:  J Neurosci       Date:  2013-03-27       Impact factor: 6.167

3.  Stimulus and network dynamics collide in a ratiometric model of the antennal lobe macroglomerular complex.

Authors:  Kwok Ying Chong; Alberto Capurro; Salah Karout; Timothy Charles Pearce
Journal:  PLoS One       Date:  2012-01-10       Impact factor: 3.240

4.  Bio-inspired solutions to the challenges of chemical sensing.

Authors:  Ramon Huerta; Thomas Nowotny
Journal:  Front Neuroeng       Date:  2012-10-29

5.  Rapid processing of chemosensor transients in a neuromorphic implementation of the insect macroglomerular complex.

Authors:  Timothy C Pearce; Salah Karout; Zoltán Rácz; Alberto Capurro; Julian W Gardner; Marina Cole
Journal:  Front Neurosci       Date:  2013-07-12       Impact factor: 4.677

  5 in total

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