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Conference Paper
K-means Clustering-specific Lightweight RISC-V processor
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- Authors
- Wooyoung Lee, Jina Park, Changjun Byun, Eunjin Choi, Jae-Hyoung Lee, Woojoo Lee, Kyung Jin Byun, Kyuseung Han
- Issue Date
- 2021-10
- Citation
- International SoC Design Conference (ISOCC) 2021, pp.391-392
- Publisher
- IEEE
- Language
- English
- Type
- Conference Paper
- Abstract
- While the demand for edge devices performing K-means clustering algorithm is expected to explode, this paper introduces a K-means clustering-specific processor for edge devices. The processor consists of hardware to accelerate the K-means algorithm and lightweight RISC-V core, and functional validation has been completed through RTL simulation and FPGA prototyping. The processor prototype demonstrates its excellence by performing the K-means algorithm about 56 times faster.
- KSP Keywords
- Edge devices, FPGA Prototyping, K-Means Clustering Algorithm, RISC-V, RTL simulation, k-means algorithm