Accelerating Brain Simulations on Graphical Processing Units

gdc.relation.journal 2015 IEEE International Conference on Computer and Information Technology; Ubiquitous Computing and Communications; Dependable, Autonomic and Secure Computing; Pervasive Intelligence and Computing en_US
dc.contributor.author Kayraklıoğlu, Engin
dc.contributor.author El-Ghazawi, Tarek A.
dc.contributor.author Bozkuş, Zeki
dc.contributor.other Computer Engineering
dc.contributor.other 05. Faculty of Engineering and Natural Sciences
dc.contributor.other 01. Kadir Has University
dc.date.accessioned 2019-06-27T08:02:28Z
dc.date.available 2019-06-27T08:02:28Z
dc.date.issued 2015
dc.description.abstract NEural Simulation Tool(NEST) is a large scale spiking neuronal network simulator of the brain. In this work we present a CUDA(R) implementation of NEST. We were able to gain a speedup of factor 20 for the computational parts of NEST execution using a different data structure than NEST's default. Our partial implementation shows the potential gains and limitations of such possible port. We discuss possible novel approaches to be able to adapt generic spiking neural network simulators such as NEST to run on commodity or high-end GPGPUs. en_US]
dc.identifier.citationcount 1
dc.identifier.doi 10.1109/CIT/IUCC/DASC/PICOM.2015.79 en_US
dc.identifier.isbn 978-1-5090-0154-5
dc.identifier.scopus 2-s2.0-84964199590 en_US
dc.identifier.uri https://hdl.handle.net/20.500.12469/627
dc.identifier.uri https://doi.org/10.1109/CIT/IUCC/DASC/PICOM.2015.79
dc.language.iso en en_US
dc.publisher IEEE en_US
dc.relation.ispartof 2015 IEEE International Conference on Computer and Information Technology; Ubiquitous Computing and Communications; Dependable, Autonomic and Secure Computing; Pervasive Intelligence and Computing
dc.rights info:eu-repo/semantics/openAccess en_US
dc.subject Brain simulation en_US
dc.subject Cuda en_US
dc.subject Accelerators en_US
dc.title Accelerating Brain Simulations on Graphical Processing Units en_US
dc.type Conference Object en_US
dspace.entity.type Publication
gdc.author.institutional Bozkuş, Zeki en_US
gdc.author.institutional Bozkuş, Zeki
gdc.bip.impulseclass C5
gdc.bip.influenceclass C5
gdc.bip.popularityclass C5
gdc.coar.access open access
gdc.coar.type text::conference output
gdc.description.department Fakülteler, Mühendislik ve Doğa Bilimleri Fakültesi, Bilgisayar Mühendisliği Bölümü en_US
gdc.description.endpage 560
gdc.description.publicationcategory Konferans Öğesi - Uluslararası - Kurum Öğretim Elemanı en_US
gdc.description.startpage 556 en_US
gdc.identifier.openalex W2218861447
gdc.identifier.wos WOS:000380514500078 en_US
gdc.oaire.diamondjournal false
gdc.oaire.impulse 0.0
gdc.oaire.influence 2.5942106E-9
gdc.oaire.isgreen true
gdc.oaire.keywords Brain simulation
gdc.oaire.keywords Cuda
gdc.oaire.keywords Accelerators
gdc.oaire.popularity 8.5721724E-10
gdc.oaire.publicfunded false
gdc.oaire.sciencefields 03 medical and health sciences
gdc.oaire.sciencefields 0302 clinical medicine
gdc.oaire.sciencefields 0202 electrical engineering, electronic engineering, information engineering
gdc.oaire.sciencefields 02 engineering and technology
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gdc.openalex.normalizedpercentile 0.23
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gdc.plumx.mendeley 4
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