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 |
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| gdc.oaire.influence | 2.5942106E-9 | |
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| 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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