SHF: Small: Redesigning the System Architecture for Ultra-High Density Data Storage
SHF: Small: Redesigning the System Architecture for Ultra-High Density Data Storage
批准号:
1910958
负责人:
Feng Chen
金额:
$40.0万
依托单位国家:
美国
项目类别:
Standard Grant
财政年份:
2019
资助国家:
美国
项目状态:
已结题
起止时间:
2019-10-01 至 2024-09-30
中文摘要
计算机存储系统正朝着极高密度发展。随着采用先进的10纳米制造工艺构建的四层单元(QLC)和3D垂直NAND等新兴存储技术的出现,在不久的将来,一台服务器将能够容纳PB级的数据。这种前所未有的存储密度增长使我们能够以低成本构建高度整合的服务器系统,但与此同时,它也带来了可扩展性,可靠性和可共享性方面的各种关键挑战。简单地将现有的系统堆栈移植到大量压缩的存储上将创建一个严重不平衡的系统-尽管存储能够容纳大量数据,但系统堆栈中未优化的硬件和软件组件无法有效可靠地管理和交付数据。因此,存储密度的增长应被视为一个根本的系统变化,这需要对整个系统堆栈进行全面的重新评估。本项目系统地研究了这些具有挑战性的研究问题,通过使用一种内聚的方法来重新考虑存储系统体系结构设计的不同层次。该项目还旨在通过在研究活动中培训学生,为教育活动做出贡献,并向K-12学生推广,以增加其影响力。该项目通过采用整体,跨层,全系统的方法来优化计算机系统层次结构中的多个层,以解决关键的技术挑战。 具体而言,该项目研究了存储架构设计中的各个重要方面,以重新平衡高度压缩存储的系统,例如重新考虑I/O效率的映射结构,利用QLC闪存和非易失性存储器进行有效的数据管理,将计算密集型存储操作卸载到硬件加速器。该项目还研究了系统堆栈中的中间层,以管理硬件并提供简化的语义丰富的存储服务。该奖项反映了NSF的法定使命,并通过使用基金会的知识价值和更广泛的影响审查标准进行评估,被认为值得支持。
英文摘要
Computer storage systems are advancing towards extremely high density. With emerging storage technologies, such as Quad-Level Cell (QLC) and 3D vertical NAND, built using advanced 10 nanometer manufacturing processes, one single server will be able to accommodate petabytes of data in the near future. Such an unprecedented storage density growth allows us to build highly consolidated server systems at low costs, but in the meantime, it also brings a variety of critical challenges in terms of scalability, reliability, and shareability. Simply transplanting the existing system stack onto vastly condensed storage would create a severely unbalanced system - although the storage is able to accommodate a huge amount of data, the unoptimized hardware and software components in the system stack are unable to efficiently and reliably manage and deliver the data. Thus, the growth of storage density should be regarded as a fundamental system change, which demands a full-scale re-assessment on the whole system stack. This project systematically studies these challenging research issues by using a cohesive approach to reconsider the storage system architecture design at different levels. This project also aims to increase its impact by training students in research activities, contributing to educational activities, and outreach to K-12 students.The project addresses the critical technical challenges by adopting a holistic, cross-layer, whole-system approach for optimizations across multiple layers in the computer system hierarchy. Specifically, the project investigates various important aspects in the storage architecture design to re-balance the system for highly condensed storage, such as reconsidering the mapping structure for I/O efficiency, leveraging the QLC flash storage and non-volatile memory for efficient data management, offloading computationally intensive storage operations to hardware accelerators. The project also studies the intermediate layers in the system stack to manage hardware and provide simplified, semantic-rich storage services. A set of key data-intensive applications is further studied for effectively leveraging the next-generation high-density storage.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(5)
专著(0)
科研奖励(0)
会议论文
登录
查看更多内容
TSCache: an efficient flash-based caching scheme for time-series data workloads
TSCache:一种针对时间序列数据工作负载的基于闪存的高效缓存方案
DOI:
10.14778/3484224.3484225
发表时间:
2021
期刊:
Proceedings of the VLDB Endowment
影响因子:
2.5
作者:
[Liu, Jian, Wang, Kefei, Chen, Feng]
通讯作者:
Chen, Feng
SlimCache: An Efficient Data Compression Scheme for Flash-based Key-value Caching
SlimCache:一种基于闪存的键值缓存的高效数据压缩方案
DOI:
10.1145/3383124
发表时间:
2020
期刊:
ACM Transactions on Storage
影响因子:
1.7
作者:
[Jia, Yichen, Shao, Zili, Chen, Feng]
通讯作者:
Chen, Feng
DOI:
10.1109/icdcs47774.2020.00113
发表时间:
2020-11
期刊:
2020 IEEE 40th International Conference on Distributed Computing Systems (ICDCS)
影响因子:
--
作者:
[Yichen Jia;Feng Chen]
通讯作者:
Yichen Jia;Feng Chen
From Flash to 3D XPoint: Performance Bottlenecks and Potentials in RocksDB with Storage Evolution
从闪存到 3D XPoint:RocksDB 存储演进的性能瓶颈和潜力
DOI:
10.1109/ispass48437.2020.00034
发表时间:
2020
期刊:
Proceedings of 2020 IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS
影响因子:
--
作者:
[Jia, Yichen, Chen, Feng]
通讯作者:
Chen, Feng
ATD: Sparse and Localized Graph Convolutional Networks for Anomaly Detection and Active Learning
-
批准号:2220574
-
项目类别:Standard Grant
-
资助金额:$10.0万
-
财政年份:2023
-
负责人:Feng Chen
-
依托单位:
Collaborative Research: SHF: Medium: Hardware and Software Support for Memory-Centric Computing Systems
-
批准号:2312509
-
项目类别:Continuing Grant
-
资助金额:$33.3万
-
财政年份:2023
-
负责人:Feng Chen
-
依托单位:
FAI: A novel paradigm for fairness-aware deep learning models on data streams
-
批准号:2147375
-
项目类别:Standard Grant
-
资助金额:$39.3万
-
财政年份:2022
-
负责人:Feng Chen
-
依托单位:
Collaborative Research: SHF: Medium: A New Direction of Research and Development to Fulfill the Promise of Computational Storage
-
批准号:2210755
-
项目类别:Continuing Grant
-
资助金额:$40.0万
-
财政年份:2022
-
负责人:Feng Chen
-
依托单位:
III: Medium: Collaborative Research: MUDL: Multidimensional Uncertainty-Aware Deep Learning Framework
-
批准号:2107449
-
项目类别:Continuing Grant
-
资助金额:$50.0万
-
财政年份:2021
-
负责人:Feng Chen
-
依托单位:
III: Small: Collaborative Research: A novel paradigm for detecting complex anomalous patterns in multi-modal, heterogeneous, and high-dimensional multi-source data sets
-
批准号:1954409
-
项目类别:Standard Grant
-
资助金额:$20.59万
-
财政年份:2019
-
负责人:Feng Chen
-
依托单位:
CAREER: SPARK: A Theoretical Framework for Discovering Complex Patterns in Big Attributed Networks
-
批准号:1954376
-
项目类别:Continuing Grant
-
资助金额:$51.21万
-
财政年份:2019
-
负责人:Feng Chen
-
依托单位:
CAREER: SPARK: A Theoretical Framework for Discovering Complex Patterns in Big Attributed Networks
-
批准号:1750911
-
项目类别:Continuing Grant
-
资助金额:$53.7万
-
财政年份:2018
-
负责人:Feng Chen
-
依托单位:
III: Small: Collaborative Research: A novel paradigm for detecting complex anomalous patterns in multi-modal, heterogeneous, and high-dimensional multi-source data sets
-
批准号:1815696
-
项目类别:Standard Grant
-
资助金额:$25.0万
-
财政年份:2018
-
负责人:Feng Chen
-
依托单位:
XPS: FULL: Collaborative Research: Maximizing the Performance Potential and Reliability of Flash-based Solid State Devices for Future Storage Systems
-
批准号:1629291
-
项目类别:Standard Grant
-
资助金额:$29.0万
-
财政年份:2016
-
负责人:Feng Chen
-
依托单位:
CAREER: Flashing Up Data Centers: An Orchestrated Design for Flash-based Distributed Storage Systems
-
批准号:1453705
-
项目类别:Continuing Grant
-
资助金额:$54.0万
-
财政年份:2015
-
负责人:Feng Chen
-
依托单位:
MRI: Acquisition of a Powder X-ray Diffractometer for Research and Teaching
-
批准号:0821172
-
项目类别:Standard Grant
-
资助金额:$15.53万
-
财政年份:2008
-
负责人:Feng Chen
-
依托单位:
Collaborative Research: Metaproteomics: Linking Natural Microbial Community Structure and Function Via Protein identification
-
批准号:0537041
-
项目类别:Standard Grant
-
资助金额:$0.0万
-
财政年份:2005
-
负责人:Feng Chen
-
依托单位:
Conference: Partial Support for U.S. Participants in the Marine Biotechnology Conference 2003, in Chiba, Japan, to be held Fall 2003
-
批准号:0314117
-
项目类别:Standard Grant
-
资助金额:$2.0万
-
财政年份:2003
-
负责人:Feng Chen
-
依托单位:
Assessment of Ecological Roles of Cyanophages in Aquatic Environments using Molecular Approaches
-
批准号:0049078
-
项目类别:Continuing Grant
-
资助金额:$30.44万
-
财政年份:2000
-
负责人:Feng Chen
-
依托单位:
Assessment of Ecological Roles of Cyanophages in Aquatic Environments using Molecular Approaches
-
批准号:9730602
-
项目类别:Continuing Grant
-
资助金额:$30.44万
-
财政年份:1998
-
负责人:Feng Chen
-
依托单位:
国内基金
海外基金
登录
查看更多内容
昼夜节律性small RNA在血斑形成时间推断中的法医学应用研究
-
批准号:
-
项目类别:省市级项目
-
资助金额:--
-
批准年份:2024
-
负责人:
-
依托单位:
tRNA-derived small RNA上调YBX1/CCL5通路参与硼替佐米诱导慢性疼痛的机制研究
-
批准号:
-
项目类别:省市级项目
-
资助金额:10.0万元
-
批准年份:2022
-
负责人:张祥忠
-
依托单位:
Small RNA调控I-F型CRISPR-Cas适应性免疫性的应答及分子机制
-
批准号:32000033
-
项目类别:青年科学基金项目
-
资助金额:24.0万元
-
批准年份:2020
-
负责人:林平
-
依托单位:
Small RNAs调控解淀粉芽胞杆菌FZB42生防功能的机制研究
-
批准号:31972324
-
项目类别:面上项目
-
资助金额:58.0万元
-
批准年份:2019
-
负责人:高学文
-
依托单位:
变异链球菌small RNAs连接LuxS密度感应与生物膜形成的机制研究
-
批准号:81900988
-
项目类别:青年科学基金项目
-
资助金额:21.0万元
-
批准年份:2019
-
负责人:毛梦莹
-
依托单位:
肠道细菌关键small RNAs在克罗恩病发生发展中的功能和作用机制
-
批准号:31870821
-
项目类别:面上项目
-
资助金额:56.0万元
-
批准年份:2018
-
负责人:陈江宁
-
依托单位:
基于small RNA 测序技术解析鸽分泌鸽乳的分子机制
-
批准号:31802058
-
项目类别:青年科学基金项目
-
资助金额:26.0万元
-
批准年份:2018
-
负责人:麻慧
-
依托单位:
Small RNA介导的DNA甲基化调控的水稻草矮病毒致病机制
-
批准号:31772128
-
项目类别:面上项目
-
资助金额:60.0万元
-
批准年份:2017
-
负责人:吴建国
-
依托单位:
基于small RNA-seq的针灸治疗桥本甲状腺炎的免疫调控机制研究
-
批准号:81704176
-
项目类别:青年科学基金项目
-
资助金额:20.0万元
-
批准年份:2017
-
负责人:赵继梦
-
依托单位:
水稻OsSGS3与OsHEN1调控small RNAs合成及其对抗病性的调节
-
批准号:91640114
-
项目类别:重大研究计划
-
资助金额:85.0万元
-
批准年份:2016
-
负责人:何祖华
-
依托单位: