SHF:SMALL:Collaborative Research: Exploring Nonvolatility of Emerging Memory Technologies for Architecture Design
SHF:SMALL:Collaborative Research: Exploring Nonvolatility of Emerging Memory Technologies for Architecture Design
批准号:
1816833
负责人:
Yuan Xie
金额:
$24.9万
依托单位国家:
美国
项目类别:
Standard Grant
财政年份:
2018
资助国家:
美国
项目状态:
已结题
起止时间:
2018-08-01 至 2021-07-31
中文摘要
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英文摘要
In modern computers, by combining the speed of traditional cache technology, the density of traditional main memory technology, and the non-volatility of flash memory, a new class of emerging byte-addressable nonvolatile memories (NVMs) have great potential to be used as the universal memories of the future. Such memory types include technologies such as phase-change memory, spin-transfer-torque magnetoresistive memory, and resistive memory. As these emerging memory technologies mature, it is important for computer architects to understand their pros and cons in a comprehensive manner in order to improve the performance, power, and reliability of future computer systems incorporating these systems which will be used in various application domains. Yet, most of previous research on NVM architecture is focused only on the performance, power, and density benefits and how to overcome challenges, such as write overhead and wearout issues. The non-volatility characteristic of NVM technologies is not fully explored. Therefore, this project examines how to exploit the non-volatility characteristic that distinguishes the emerging NVM technologies from traditional memory technologies, and investigate new memory architecture design with novel applications.The goal of this project is to advance the memory architecture design of various types of computer systems with a full exploration of the non-volatility characteristic of NVM technologies across architecture, system, and application levels. To this end, the project explores the design space of various types of computer systems, ranging from severs to embedded systems. In particular, the project identifies and addresses design issues in nonvolatile cache architecture, re-architects main memory structure to leverage the non-volatility characteristic to improve system performance and energy consumption, supports persistent memory systems in various use cases with emerging NVM technologies, and studies near-data-computing techniques applied for these NVM technologies. The successful outcome of this research is expected to provide the design guidelines for enabling both large capacity and fast-bandwidth nonvolatile memory/storage, which are beyond the present state-of-the-art. Consequently, the research will spawn new applications involving the computation on the exascale of data, e.g., data mining, machine learning, visual or auditory sensory data recognition, bio-informatics, etc.This award reflects NSF's statutory mission and has been deemed worthy of support through evaluation using the Foundation's intellectual merit and broader impacts review criteria.
期刊论文(11)
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DOI:
10.1145/3352460.3358329
发表时间:
2019-10
期刊:
Proceedings of the 52nd Annual IEEE/ACM International Symposium on Microarchitecture
影响因子:
--
作者:
[Wenqin Huangfu;Xueqi Li;Shuangchen Li;Xing Hu;P. Gu;Yuan Xie]
通讯作者:
Wenqin Huangfu;Xueqi Li;Shuangchen Li;Xing Hu;P. Gu;Yuan Xie
DOI:
10.1109/tcad.2020.3037316
发表时间:
2021-10-01
期刊:
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS
影响因子:
2.9
作者:
[Lin, Jilan, Wen, Cheng-Da, Xie, Yuan]
通讯作者:
Xie, Yuan
DOI:
10.1145/3466752.3480096
发表时间:
2021-10
期刊:
MICRO-54: 54th Annual IEEE/ACM International Symposium on Microarchitecture
影响因子:
--
作者:
[Abanti Basak;Zheng Qu;Jilan Lin;Alaa R. Alameldeen;Zeshan A. Chishti;Yufei Ding;Yuan Xie]
通讯作者:
Abanti Basak;Zheng Qu;Jilan Lin;Alaa R. Alameldeen;Zeshan A. Chishti;Yufei Ding;Yuan Xie
Overcoming the Memory Hierarchy Inefficiencies in Graph Processing Applications
克服图形处理应用程序中内存层次结构的低效率
DOI:
10.1109/iccad51958.2021.9643434
发表时间:
2021
期刊:
2021 IEEE/ACM International Conference On Computer Aided Design (ICCAD
影响因子:
--
作者:
[Lin, Jilan, Li, Shuangchen, Ding, Yufei, Xie, Yuan]
通讯作者:
Xie, Yuan
Brain-Inspired Computing: Adventure from Beyond CMOS Technologies to Beyond von Neumann Architectures
类脑计算:从超越 CMOS 技术到超越冯·诺依曼架构的冒险
DOI:
--
发表时间:
2021
期刊:
2021 IEEE/ACM International Conference On Computer Aided Design (ICCAD
影响因子:
--
作者:
[Amrouch, Hussam, Chen, Jian-Jia, Roy, Kaushik, Xie, Yuan, Chakraborty, Indranil, Huangfu, Wenqin Huangfu, Liang, Ling, Tu, Fengbin, Wang, Cheng, Yayla, Mikail]
通讯作者:
Yayla, Mikail
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