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Multi-core for k-means clustering on FPGA

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Resumo(s)

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.

Descrição

Palavras-chave

Clustering K-means Hardware/Software Co-design Hardware acceleration Systems on Chip

Contexto Educativo

Citação

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

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Fascículo

Editora

Institute of Electrical and Electronics Engineers

Licença CC

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