CAREER: Flashing Up Data Centers: An Orchestrated Design for Flash-based Distributed Storage Systems
CAREER: Flashing Up Data Centers: An Orchestrated Design for Flash-based Distributed Storage Systems
批准号:
1453705
负责人:
Feng Chen
金额:
$54.0万
依托单位国家:
美国
项目类别:
Continuing Grant
财政年份:
2015
资助国家:
美国
项目状态:
已结题
起止时间:
2015-02-01 至 2021-06-30
中文摘要
将闪存设备大规模部署到数据中心可以极大地提高整体系统性能,并降低快速增长的管理成本(例如电力、冷却、人员配备、占地面积)。尽管具有技术优势,但如此重大的技术过渡从根本上改变了长期以来对基于磁盘的存储的系统设计假设,并将不可避免地在实际实践中带来重大的关键挑战。例如,闪存空间利用不足会造成巨大的经济损失;设备过早损坏可能会导致灾难性的数据损坏;系统不平衡可能会带来严重的资源争用;未优化的应用程序可能得不到预期的好处等等。该项目旨在应对这些挑战。将进行研究,以开发一种协调一致的设计方法,以提供协调一致的全系统优化。通过重新考察从硬件、操作系统、集群中间件到应用程序的整个存储层次结构,该团队将重新设计设备体系结构,以实现闪存设备作为庞大闪存存储系统中不可或缺的元素的有机集成,创建基于闪存的分布式存储服务,并优化资源利用率和保证数据可靠性。此外,还将增强一系列关键数据中心应用,以充分挖掘闪存技术的巨大潜力。作为这一职业项目的一部分,该团队还将寻求对行业的影响力,对课程的贡献,以及对有代表性的学生所在地区的外联。
英文摘要
A large-scale deployment of flash devices into data centers can greatly improve the overall system performance and reduce the rapidly growing management cost (e.g., power, cooling, staffing, floor space). Despite the technical merits promised, such a grand technical transition fundamentally changes the long-held system design assumption for a disk-based storage and will inevitably bring major critical challenges in a real-world practice. For example, underutilization of flash space would cause huge economic loss; premature device wear-out may result in catastrophic data corruption; unbalanced system could bring severe resource contention; unoptimized applications may not receive anticipated benefits; and many others. This project aims to address these challenges. Research will be conducted to develop a cohesive design approach to providing an orchestrated whole-system optimization. By revisiting the entire storage hierarchy, from hardware, operating system, cluster middleware, to applications, the team will redesign the device architecture to enable an organic integration of flash devices as integral elements in a huge flash storage system, create a flash-based distributed storage service with optimized resource utilization and guaranteed data reliability. Furthermore, a set of key data center applications will be enhanced to fully exploit the great potential of the flash technology. As part of this CAREER project, the team will also seek influence to the industry, contribution to curriculum, and outreach to local area under represented students.
期刊论文(4)
专著(0)
科研奖励(0)
会议论文
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:
SHF: Small: Redesigning the System Architecture for Ultra-High Density Data Storage
-
批准号:1910958
-
项目类别:Standard Grant
-
资助金额:$40.0万
-
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
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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:
MRI: Acquisition of a Powder X-ray Diffractometer for Research and Teaching
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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
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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
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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:
海外基金