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Cache Register Sharing Structure for Channel-level Near-memory Processing in NAND Flash Memory
- Kim, Hyunwoo;
- Lee, Hyundong;
- Kim, Jongbeom;
- Go, Yunjeong;
- Baek, Seungwon;
- ... Song, Taigon;
- 외 5명
Citations
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3초록
A vast number of data used for Artificial intelligence causes bottleneck between the processor and memory. To tackle this issue, a technology that embeds a processing unit in the memory (PIM: Processing-in Memory) has been proposed. However, SRAM/DRAM based PIM have a issue for lack of capacity. Thus, we propose a NAND flash PIM scheme that shares the cache register. Our scheme significantly reduces the read latency and operation time by -22.8% and -43.7%, compared to the conventional memory system. The power-performance-area (PPA) was reduced by 17.2% by shortening the number of cycles. Our NAND PIM specializes in tasks requiring high-performance computing. © 2023 IEEE.
키워드
deep neural network; NAND Flash memory; near-Memory processing
- 제목
- Cache Register Sharing Structure for Channel-level Near-memory Processing in NAND Flash Memory
- 저자
- Kim, Hyunwoo; Lee, Hyundong; Kim, Jongbeom; Go, Yunjeong; Baek, Seungwon; Song, Jaehong; Kim, Junhyeon; Jung, Minyoung; Kim, Hyodong; Kim, Seongju; Song, Taigon
- 발행일
- 2023
- 유형
- Conference paper
- 저널명
- Proceedings - International Symposium on Quality Electronic Design, ISQED
- 권
- 2023-April
- 언어
- ENG
- 출판사
- IEEE Computer Society
- ISSN
- E 194-8329
P 1948-3287