Application Characterization for Adaptive Computing Platform Determination for Computational and Data-Enabled Science and Engineering

计算和数据支持的科学与工程的自适应计算平台确定的应用表征

基本信息

  • 批准号:
    1661378
  • 负责人:
  • 金额:
    $ 40.39万
  • 依托单位:
  • 依托单位国家:
    美国
  • 项目类别:
    Standard Grant
  • 财政年份:
    2016
  • 资助国家:
    美国
  • 起止时间:
    2016-08-15 至 2019-08-31
  • 项目状态:
    已结题

项目摘要

Traditional high performance computing clusters (HPCC) and Hadoop clusters are both important platforms in computational and data-enabled science and engineering (CDS&E). Hadoop MapReduce is typically effective in large-scale data analysis while traditional HPC is more commonly employed in computational problems (petabytes vs. petaflops). HPCC can include a shim layer that allows Hadoop MapReduce to access HPC storage (denoted by Hadoop+HPCC), local storage (denoted by Hadoop), and a combination of both (denoted by Hadoop/HPCC). This project aims to identify the characteristics of various CDS&E MapReduce computational tasks, and adaptively determine the best platform (Hadoop, Hadoop+HPCC and Hadoop/HPCC) for individual applications based on their characteristics, and also optimally arrange data placement between local storage and dedicated remote storage, given performance objectives and system cost metrics. Broader impacts include critical insights into the suitability of different computing platforms to different CDS&E applications, and a more advanced HPC system. Research results will be disseminated through technology transfer to industry partners, via publication in peer review journals, and in software releases. Results will also serve as catalyst for research in cyberinfrastructure, which serves the CDS&E fields. This project will provide thorough training of students and collaborative research opportunities for participating Clemson graduates, undergraduates, faculty, and K-12 students. Results will be integrated into courses taught by the PIs. The PIs will recruit new students, particularly those from underrepresented groups, to undertake the study of a STEM discipline.
传统的高性能计算集群(HPCC)和Hadoop集群都是计算和数据支持的科学与工程(CDS E)中的重要平台。Hadoop MapReduce通常在大规模数据分析中有效,而传统HPC更常用于计算问题(PB与Petaflops)。HPCC可以包括允许Hadoop MapReduce访问HPC存储(由Hadoop+HPCC表示)、本地存储(由Hadoop表示)以及两者的组合(由Hadoop/HPCC表示)的垫片层。该项目旨在识别各种CDS E MapReduce计算任务的特征,并根据其特征自适应地确定单个应用程序的最佳平台(Hadoop,Hadoop+HPCC和Hadoop/HPCC),并在给定性能目标和系统成本指标的情况下,优化本地存储和专用远程存储之间的数据放置。更广泛的影响包括对不同计算平台适用于不同CDS E应用程序的重要见解,以及更先进的HPC系统。研究成果将通过向行业伙伴转让技术、在同行评审期刊上发表和发布软件等方式传播。结果也将作为催化剂的研究网络基础设施,这服务于CDS E领域。该项目将为参与的克莱姆森毕业生、本科生、教师和K-12学生提供全面的学生培训和合作研究机会。研究结果将纳入方案研究员教授的课程。PI将招募新的学生,特别是那些来自代表性不足的群体,进行STEM学科的研究。

项目成果

期刊论文数量(0)
专著数量(0)
科研奖励数量(0)
会议论文数量(0)
专利数量(0)

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Haiying Shen其他文献

SPread: Exploiting fractal social community For efficient multi-coPy routing in VDTNs
SPread:利用分形社交社区在 VDTN 中实现高效的多副本路由
Action Potential, Bioenergy Resource, and the Principle of Perpetual Natural Electromagnetic Dynamics: the Living Essence and Eternal Elegant-Beauty— from Biology to the Universe (I)
动作电位、生物能源与永恒的自然电磁动力原理:生命的本质和永恒的优雅之美——从生物到宇宙(一)
  • DOI:
  • 发表时间:
    2017
  • 期刊:
  • 影响因子:
    0
  • 作者:
    Haiying Shen
  • 通讯作者:
    Haiying Shen
Analysis the cooperation strategies in mobile ad hoc networks
移动自组网协作策略分析
Surface-modified mesoporous nanofibers for microfluidic immunosensor with an ultra-sensitivity and high signal-to-noise ratio
用于具有超灵敏和高信噪比的微流控免疫传感器的表面修饰介孔纳米纤维
  • DOI:
    10.1016/j.bios.2020.112444
  • 发表时间:
    2020
  • 期刊:
  • 影响因子:
    12.6
  • 作者:
    Zulan Li;Ye Liu;Xing-Ming Chen;Hongyan Cao;Haiying Shen;Lei Mou;Xinli Deng;Xingyu Jiang;Yulong Cong
  • 通讯作者:
    Yulong Cong
Electric Vehicle Trip Information Inference Based on Time-Series Residential Electricity Consumption
  • DOI:
    10.1109/jiot.2023.3265185
  • 发表时间:
    2023
  • 期刊:
  • 影响因子:
    10.6
  • 作者:
    Liuwang Kang;Haiying Shen;Shiwei Xu;Yezhuo Li
  • 通讯作者:
    Yezhuo Li

Haiying Shen的其他文献

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{{ truncateString('Haiying Shen', 18)}}的其他基金

CICI:TCR: Enhancing Security and Privacy of Community Cyberinfrastructures for Collaborative Research
CICI:TCR:增强社区网络基础设施的安全性和隐私性以进行协作研究
  • 批准号:
    2319988
  • 财政年份:
    2023
  • 资助金额:
    $ 40.39万
  • 项目类别:
    Standard Grant
Efficient Astronomical Data Processing Among Distributed Astronomical Radio Observatories
分布式天文射电观测站的高效天文数据处理
  • 批准号:
    2206522
  • 财政年份:
    2022
  • 资助金额:
    $ 40.39万
  • 项目类别:
    Standard Grant
Organizing CSSI PI Meeting - Towards a National Cyberinfrastructure Ecosystem
举办CSSI PI会议——迈向国家网络基础设施生态系统
  • 批准号:
    2006409
  • 财政年份:
    2020
  • 资助金额:
    $ 40.39万
  • 项目类别:
    Standard Grant
PFI-RP: A Smart Building for Enhancing Human Performance, Comfort and Health
PFI-RP:提高人类表现、舒适度和健康的智能建筑
  • 批准号:
    1827674
  • 财政年份:
    2018
  • 资助金额:
    $ 40.39万
  • 项目类别:
    Standard Grant
CAREER: A New Efficient and Cooperative Large-Scale Distributed Data Sharing System
CAREER:新型高效协作的大规模分布式数据共享系统
  • 批准号:
    1733596
  • 财政年份:
    2017
  • 资助金额:
    $ 40.39万
  • 项目类别:
    Continuing Grant
CIF21 DIBBs: PD: Building High-Availability Data Capabilities in Data-Centric Cyberinfrastructure
CIF21 DIBB:PD:在以数据为中心的网络基础设施中构建高可用性数据功能
  • 批准号:
    1724845
  • 财政年份:
    2017
  • 资助金额:
    $ 40.39万
  • 项目类别:
    Standard Grant
Application Characterization for Adaptive Computing Platform Determination for Computational and Data-Enabled Science and Engineering
计算和数据支持的科学与工程的自适应计算平台确定的应用表征
  • 批准号:
    1404981
  • 财政年份:
    2014
  • 资助金额:
    $ 40.39万
  • 项目类别:
    Standard Grant
EAGER: An Efficient and Effective Distributed Information System
EAGER:高效、有效的分布式信息系统
  • 批准号:
    1354123
  • 财政年份:
    2013
  • 资助金额:
    $ 40.39万
  • 项目类别:
    Standard Grant
CAREER: A New Efficient and Cooperative Large-Scale Distributed Data Sharing System
CAREER:新型高效协作的大规模分布式数据共享系统
  • 批准号:
    1254006
  • 财政年份:
    2013
  • 资助金额:
    $ 40.39万
  • 项目类别:
    Continuing Grant
CSR: EAGER: A Scalable and Efficient Resource Discovery System for Large-Scale Distributed Systems
CSR:EAGER:适用于大型分布式系统的可扩展且高效的资源发现系统
  • 批准号:
    1249603
  • 财政年份:
    2012
  • 资助金额:
    $ 40.39万
  • 项目类别:
    Standard Grant

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