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Implementation of Olfactory Bulb Glomerular-Layer Computations in a Digital Neurosynaptic Core
We present a biomimetic system that captures essential functional properties of the glomerular layer of the mammalian olfactory bulb, specifically including its capacity to decorrelate similar odor representations without foreknowledge of the statistical distributions of analyte features. Our system...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Research Foundation
2012
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3368244/ https://www.ncbi.nlm.nih.gov/pubmed/22685425 http://dx.doi.org/10.3389/fnins.2012.00083 |
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author | Imam, Nabil Cleland, Thomas A. Manohar, Rajit Merolla, Paul A. Arthur, John V. Akopyan, Filipp Modha, Dharmendra S. |
author_facet | Imam, Nabil Cleland, Thomas A. Manohar, Rajit Merolla, Paul A. Arthur, John V. Akopyan, Filipp Modha, Dharmendra S. |
author_sort | Imam, Nabil |
collection | PubMed |
description | We present a biomimetic system that captures essential functional properties of the glomerular layer of the mammalian olfactory bulb, specifically including its capacity to decorrelate similar odor representations without foreknowledge of the statistical distributions of analyte features. Our system is based on a digital neuromorphic chip consisting of 256 leaky-integrate-and-fire neurons, 1024 × 256 crossbar synapses, and address-event representation communication circuits. The neural circuits configured in the chip reflect established connections among mitral cells, periglomerular cells, external tufted cells, and superficial short-axon cells within the olfactory bulb, and accept input from convergent sets of sensors configured as olfactory sensory neurons. This configuration generates functional transformations comparable to those observed in the glomerular layer of the mammalian olfactory bulb. Our circuits, consuming only 45 pJ of active power per spike with a power supply of 0.85 V, can be used as the first stage of processing in low-power artificial chemical sensing devices inspired by natural olfactory systems. |
format | Online Article Text |
id | pubmed-3368244 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2012 |
publisher | Frontiers Research Foundation |
record_format | MEDLINE/PubMed |
spelling | pubmed-33682442012-06-08 Implementation of Olfactory Bulb Glomerular-Layer Computations in a Digital Neurosynaptic Core Imam, Nabil Cleland, Thomas A. Manohar, Rajit Merolla, Paul A. Arthur, John V. Akopyan, Filipp Modha, Dharmendra S. Front Neurosci Neuroscience We present a biomimetic system that captures essential functional properties of the glomerular layer of the mammalian olfactory bulb, specifically including its capacity to decorrelate similar odor representations without foreknowledge of the statistical distributions of analyte features. Our system is based on a digital neuromorphic chip consisting of 256 leaky-integrate-and-fire neurons, 1024 × 256 crossbar synapses, and address-event representation communication circuits. The neural circuits configured in the chip reflect established connections among mitral cells, periglomerular cells, external tufted cells, and superficial short-axon cells within the olfactory bulb, and accept input from convergent sets of sensors configured as olfactory sensory neurons. This configuration generates functional transformations comparable to those observed in the glomerular layer of the mammalian olfactory bulb. Our circuits, consuming only 45 pJ of active power per spike with a power supply of 0.85 V, can be used as the first stage of processing in low-power artificial chemical sensing devices inspired by natural olfactory systems. Frontiers Research Foundation 2012-06-06 /pmc/articles/PMC3368244/ /pubmed/22685425 http://dx.doi.org/10.3389/fnins.2012.00083 Text en Copyright © 2012 Imam, Cleland, Manohar, Merolla, Arthur, Akopyan and Modha. http://www.frontiersin.org/licenseagreement This is an open-access article distributed under the terms of the Creative Commons Attribution Non Commercial License, which permits non-commercial use, distribution, and reproduction in other forums, provided the original authors and source are credited. |
spellingShingle | Neuroscience Imam, Nabil Cleland, Thomas A. Manohar, Rajit Merolla, Paul A. Arthur, John V. Akopyan, Filipp Modha, Dharmendra S. Implementation of Olfactory Bulb Glomerular-Layer Computations in a Digital Neurosynaptic Core |
title | Implementation of Olfactory Bulb Glomerular-Layer Computations in a Digital Neurosynaptic Core |
title_full | Implementation of Olfactory Bulb Glomerular-Layer Computations in a Digital Neurosynaptic Core |
title_fullStr | Implementation of Olfactory Bulb Glomerular-Layer Computations in a Digital Neurosynaptic Core |
title_full_unstemmed | Implementation of Olfactory Bulb Glomerular-Layer Computations in a Digital Neurosynaptic Core |
title_short | Implementation of Olfactory Bulb Glomerular-Layer Computations in a Digital Neurosynaptic Core |
title_sort | implementation of olfactory bulb glomerular-layer computations in a digital neurosynaptic core |
topic | Neuroscience |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3368244/ https://www.ncbi.nlm.nih.gov/pubmed/22685425 http://dx.doi.org/10.3389/fnins.2012.00083 |
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