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

SCOPUS

3

초록

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
DOI
10.1109/ISQED57927.2023.10129383
발행일
2023
유형
Conference paper
저널명
Proceedings - International Symposium on Quality Electronic Design, ISQED
권
2023-April