Publication
Multi-core for k-means clustering on FPGA
| dc.contributor.author | Canilho, José | |
| dc.contributor.author | Véstias, Mário | |
| dc.contributor.author | Neto, Horácio | |
| dc.date.accessioned | 2016-12-06T15:01:21Z | |
| dc.date.available | 2016-12-06T15:01:21Z | |
| dc.date.issued | 2016 | |
| dc.description.abstract | In this paper, a configurable many-core hardware/ software architecture is proposed to efficiently execute the widely known and commonly used K-means clustering algorithm. A prototype was designed and implemented on a Xilinx Zynq- 7000 All Programmable SoC. A single core configured with the slowest configuration achieves a 10X speed-up compared to the software only solution. The system is fully scalable and capable of achieving much higher speed-ups by increasing its parallelism. | pt_PT |
| dc.identifier.citation | CANILHO, José; VÉSTIAS, Mário Pereira; NETO, Horácio - Multi-core for k-means clustering on FPGA. In 26th International Conference on Field-Programmable Logic and Applications (FPL). Lausanne, Switzerland: IEEE, 2016. ISSN 1946-1488. Pp. 1-4 | pt_PT |
| dc.identifier.doi | http://ieeexplore.ieee.org/document/7577313/ | pt_PT |
| dc.identifier.issn | 1946-1488 | |
| dc.identifier.uri | http://hdl.handle.net/10400.21/6601 | |
| dc.language.iso | eng | pt_PT |
| dc.peerreviewed | yes | pt_PT |
| dc.publisher | Institute of Electrical and Electronics Engineers | pt_PT |
| dc.relation.publisherversion | http://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=7577313 | pt_PT |
| dc.subject | Clustering | pt_PT |
| dc.subject | K-means | pt_PT |
| dc.subject | Hardware/Software Co-design | pt_PT |
| dc.subject | Hardware acceleration | pt_PT |
| dc.subject | Systems on Chip | pt_PT |
| dc.title | Multi-core for k-means clustering on FPGA | pt_PT |
| dc.type | journal article | |
| dspace.entity.type | Publication | |
| oaire.citation.endPage | 4 | |
| oaire.citation.startPage | 1 | |
| person.familyName | Véstias | |
| person.givenName | Mário | |
| person.identifier.ciencia-id | 4717-C2C7-3F2C | |
| person.identifier.orcid | 0000-0001-8556-4507 | |
| person.identifier.rid | H-9953-2012 | |
| person.identifier.scopus-author-id | 14525867300 | |
| rcaap.rights | restrictedAccess | pt_PT |
| rcaap.type | article | pt_PT |
| relation.isAuthorOfPublication | a7d22b29-c961-45ac-bc09-cd5e1002f1e8 | |
| relation.isAuthorOfPublication.latestForDiscovery | a7d22b29-c961-45ac-bc09-cd5e1002f1e8 |