Accelerating Brain Simulations on Graphical Processing Units

dc.contributor.author Kayraklıoğlu, Engin
dc.contributor.author Bozkuş, Zeki
dc.contributor.author El-Ghazawi, Tarek A.
dc.contributor.author Bozkuş, Zeki
dc.contributor.other Computer Engineering
dc.date.accessioned 2019-06-27T08:02:28Z
dc.date.available 2019-06-27T08:02:28Z
dc.date.issued 2015
dc.department Fakülteler, Mühendislik ve Doğa Bilimleri Fakültesi, Bilgisayar Mühendisliği Bölümü en_US
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.endpage 560
dc.identifier.isbn 978-1-5090-0154-5
dc.identifier.scopus 2-s2.0-84964199590 en_US
dc.identifier.startpage 556 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.identifier.wos WOS:000380514500078 en_US
dc.institutionauthor Bozkuş, Zeki en_US
dc.language.iso en en_US
dc.publisher IEEE en_US
dc.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.relation.publicationcategory Konferans Öğesi - Uluslararası - Kurum Öğretim Elemanı en_US
dc.rights info:eu-repo/semantics/openAccess en_US
dc.scopus.citedbyCount 1
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
dc.wos.citedbyCount 1
dspace.entity.type Publication
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