상세정보
학술대회
K-means Clustering-specific Lightweight RISC-V processor
- 발행일
- 202110
- 출처
- International SoC Design Conference (ISOCC) 2021, pp.391-392
- 협약과제
- 21HS3700, 경량 RISC-V 기반 초저전력 인텔리전트 엣지 지능형반도체 기술 개발, 구본태
- 초록
- 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 제안 키워드
- Edge devices, FPGA Prototyping, K-Means clustering algorithm, K-means algorithm, RISC-V, RTL simulation