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Glomerular latency coding in artificial olfaction

Identifieur interne : 002637 ( Hal/Corpus ); précédent : 002636; suivant : 002638

Glomerular latency coding in artificial olfaction

Auteurs : Jaber Al Yamani ; Farid Boussaid ; Amine Bermak ; Dominique Martinez

Source :

RBID : Hal:hal-00656455

English descriptors

Abstract

Sensory perception results from the way sensory information is subsequently transformed in the brain. Olfaction is a typical example in which odor representations undergo considerable changes as they pass from olfactory receptor neurons (ORNs) to second-order neurons. First, many ORNs expressing the same receptor protein yet presenting heterogeneous dose-response properties converge onto individually identifiable glomeruli. Second, onset latency of glomerular activation is believed to play a role in encoding odor quality and quantity in the context of fast information processing. Taking inspiration from the olfactory pathway, we designed a simple yet robust glomerular latency coding scheme for processing gas sensor data. The proposed bio-inspired approach was evaluated using an in-house SnO2 sensor array. Glomerular convergence was achieved by noting the possible analogy between receptor protein expressed in ORNs and metal catalyst used across the fabricated gas sensor array. Ion implantation was another technique used to account both for sensor heterogeneity and enhanced sensitivity. The response of the gas sensor array was mapped into glomerular latency patterns, whose rank order is concentration-invariant. Gas recognition was achieved by simply looking for a "match" within a library of spatio-temporal spike fingerprints. Because of its simplicity, this approach enables the integration of sensing and processing onto a single-chip.

Url:
DOI: 10.3389/fneng.2011.00018

Links to Exploration step

Hal:hal-00656455

Le document en format XML

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<surname>Yamani</surname>
</persName>
<idno type="halAuthorId">680199</idno>
<affiliation ref="#struct-4177"></affiliation>
</author>
<author role="aut">
<persName>
<forename type="first">Farid</forename>
<surname>Boussaid</surname>
</persName>
<idno type="halAuthorId">680200</idno>
<affiliation ref="#struct-4177"></affiliation>
</author>
<author role="aut">
<persName>
<forename type="first">Amine</forename>
<surname>Bermak</surname>
</persName>
<idno type="idHal">amine-gmira</idno>
<idno type="halAuthorId">66127</idno>
<idno type="IdRef">http://www.idref.fr/amine-gmira Ab Amine BOUFAIED Amine Bermak Amine Akrout Amine Asselah Amine </idno>
<affiliation ref="#struct-97754"></affiliation>
</author>
<author role="aut">
<persName>
<forename type="first">Dominique</forename>
<surname>Martinez</surname>
</persName>
<email>dmartine@loria.fr</email>
<ptr type="url" target="http://www.loria.fr/~dmartine"></ptr>
<idno type="halAuthorId">660797</idno>
<affiliation ref="#struct-205107"></affiliation>
</author>
</analytic>
<monogr>
<idno type="halJournalId" status="INCOMING">67414</idno>
<title level="j">Frontiers in neuroengineering</title>
<imprint>
<publisher>Frontiers</publisher>
<biblScope unit="volume">4</biblScope>
<biblScope unit="issue">18</biblScope>
<date type="datePub">2012-01-03</date>
</imprint>
</monogr>
<idno type="doi">10.3389/fneng.2011.00018</idno>
</biblStruct>
</sourceDesc>
<profileDesc>
<langUsage>
<language ident="en">English</language>
</langUsage>
<textClass>
<keywords scheme="author">
<term xml:lang="en">glomerular convergence</term>
<term xml:lang="en">latency coding</term>
<term xml:lang="en">olfaction</term>
<term xml:lang="en">electronic nose</term>
<term xml:lang="en">chemical sensing</term>
<term xml:lang="en">gas sensors</term>
<term xml:lang="en">neuromorphic engineering</term>
</keywords>
<classCode scheme="halDomain" n="info.info-ne">Computer Science [cs]/Neural and Evolutionary Computing [cs.NE]</classCode>
<classCode scheme="halTypology" n="ART">Journal articles</classCode>
</textClass>
<abstract xml:lang="en">Sensory perception results from the way sensory information is subsequently transformed in the brain. Olfaction is a typical example in which odor representations undergo considerable changes as they pass from olfactory receptor neurons (ORNs) to second-order neurons. First, many ORNs expressing the same receptor protein yet presenting heterogeneous dose-response properties converge onto individually identifiable glomeruli. Second, onset latency of glomerular activation is believed to play a role in encoding odor quality and quantity in the context of fast information processing. Taking inspiration from the olfactory pathway, we designed a simple yet robust glomerular latency coding scheme for processing gas sensor data. The proposed bio-inspired approach was evaluated using an in-house SnO2 sensor array. Glomerular convergence was achieved by noting the possible analogy between receptor protein expressed in ORNs and metal catalyst used across the fabricated gas sensor array. Ion implantation was another technique used to account both for sensor heterogeneity and enhanced sensitivity. The response of the gas sensor array was mapped into glomerular latency patterns, whose rank order is concentration-invariant. Gas recognition was achieved by simply looking for a "match" within a library of spatio-temporal spike fingerprints. Because of its simplicity, this approach enables the integration of sensing and processing onto a single-chip.</abstract>
</profileDesc>
</hal>
</record>

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