ShanghaiTech University Knowledge Management System
Subsystem under 3D-Storage Class Memory on a chip | |
2019-03 | |
发表期刊 | COMPUTERS & ELECTRICAL ENGINEERING (IF:4.0[JCR-2023],3.8[5-Year]) |
ISSN | 0045-7906 |
卷号 | 74页码:47-58 |
发表状态 | 已发表 |
DOI | 10.1016/j.compeleceng.2019.01.009 |
摘要 | In this paper, we propose a subsystem architecture under 3D-Storage Class Memory (3D-SCM), termed SuS, to solve the memory and power wall problems. Placing the processing unit under the 3D-SCM achieves high performance. We evaluate SuS using gem5 and the GPGPU-Sim simulator. The simulation results for the central processing unit (CPU)-based SuS architecture reveal a 100% performance improvement and a 73% energy reduction compared to the CPU architecture using dual in-line memory modules and a 4% performance improvement with a 27% energy reduction compared to the CPU architecture using hybrid memory cube. Moreover, the graphics processing unit (GPU)-based SuS architecture simulation results on the neural network benchmark demonstrate performance improvements of 17% and 7% compared to GPU architectures with graphics double data rate series memory and high bandwidth memory, respectively. (C) 2019 Elsevier Ltd. All rights reserved. |
关键词 | 3D-Xpoint phase change memory Subsystem under 3D-SCM nvSAN DaysRAM Artificial intelligence Near-data processing |
收录类别 | EI ; SCIE ; SCI |
语种 | 英语 |
资助项目 | Science and Technology Council of Shanghai[17DZ2291300] |
WOS研究方向 | Computer Science ; Engineering |
WOS类目 | Computer Science, Hardware & Architecture ; Computer Science, Interdisciplinary Applications ; Engineering, Electrical & Electronic |
WOS记录号 | WOS:000474672200004 |
出版者 | PERGAMON-ELSEVIER SCIENCE LTD |
EI入藏号 | 20190406402067 |
EI主题词 | Artificial intelligence ; Benchmarking ; Computer graphics ; Computer graphics equipment ; Data handling ; Memory architecture ; Network architecture ; Phase change memory ; Program processors |
EI分类号 | Computer Systems and Equipment:722 ; Computer Software, Data Handling and Applications:723 |
原始文献类型 | Article |
引用统计 | 正在获取...
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文献类型 | 期刊论文 |
条目标识符 | https://kms.shanghaitech.edu.cn/handle/2MSLDSTB/45585 |
专题 | 信息科学与技术学院 物质科学与技术学院_硕士生 |
通讯作者 | Guo, Jipeng; Jing, Weiliang |
作者单位 | 1.Chinese Acad Sci, Shanghai Inst Microsyst & Informat Technol, State Key Lab Funct Mat Informat, Shanghai 200050, Peoples R China 2.Univ Chinese Acad Sci, Beijing 100049, Peoples R China 3.Shanghai Xinchu Integrated Circuit Inc, Shanghai 200122, Peoples R China 4.ShanghaiTech Univ, Sch Informat Sci & Technol, Shanghai 201210, Peoples R China |
推荐引用方式 GB/T 7714 | Guo, Jipeng,Wang, Haibo,Jing, Weiliang,et al. Subsystem under 3D-Storage Class Memory on a chip[J]. COMPUTERS & ELECTRICAL ENGINEERING,2019,74:47-58. |
APA | Guo, Jipeng.,Wang, Haibo.,Jing, Weiliang.,Li, Haixin.,Du, Yuan.,...&Chen, Bomy.(2019).Subsystem under 3D-Storage Class Memory on a chip.COMPUTERS & ELECTRICAL ENGINEERING,74,47-58. |
MLA | Guo, Jipeng,et al."Subsystem under 3D-Storage Class Memory on a chip".COMPUTERS & ELECTRICAL ENGINEERING 74(2019):47-58. |
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