Collaborative Research: Framework Implementation: CSSI: CANDY: Cyberinfrastructure for Accelerating Innovation in Network Dynamics
合作研究:框架实施:CSSI:CANDY:加速网络动态创新的网络基础设施
基本信息
- 批准号:2104078
- 负责人:
- 金额:$ 84.14万
- 依托单位:
- 依托单位国家:美国
- 项目类别:Standard Grant
- 财政年份:2021
- 资助国家:美国
- 起止时间:2021-09-01 至 2025-08-31
- 项目状态:未结题
- 来源:
- 关键词:
项目摘要
Efficient analysis of dynamic networks is highly important in diverse multidisciplinary real-life applications, such as data mining and analytics, social and biological networks, epidemiology, cyber-physical infrastructures, transportation networks, surface mining, and cybersecurity. Although numerous software exists for analyzing static networks, a comprehensive cyberinfrastructure that supports innovative research challenges in large-scale, complex, dynamic networks is lacking. This multi-university proposal addresses this gap by developing a novel platform, called CANDY (Cyberinfrastructure for Accelerating Innovation in Network Dynamics), based on efficient, scalable parallel algorithm design for dynamic networks and high-performance software development with performance optimization. For broader impact and outreach activities, the investigators will (1) collaborate with multidisciplinary research groups to evaluate the effectiveness of the developed platform, algorithms and software tools; (2) host workshops, webinars, and tutorials to educate research community about the cyberinfrastructure; (3) disseminate project outcomes via a dedicated website, keynote and invited talks, demos, and high-quality publications in peer-reviewed journals and conferences; and (4) train next generation data scientists in the development of CANDY platform, by engaging women and underrepresented minority students, including high school students and rural communities in Missouri, Hispanic and African-American communities in Texas, and First Nation (Native American) community in Oregon.This project will develop the first parallel, scalable, extendable, and user-friendly software platform for updating important properties of dynamic networks. It will also provide the requisite functionalities and tools to modify existing algorithms or create new ones, catering to basic, intermediate and advanced users with different levels of expertise. The CANDY cyberinfrastructure platform will be implemented on different architectures, such as distributed memory, shared memory, and graphics processor units providing user-friendly interfaces. Significant research and development innovations include: (1) a novel hierarchical taxonomy of network analysis algorithms that allows for layered specification of parallel algorithms based on multiple parameters; (2) templates for creating new scalable algorithms for dynamic network analysis; (3) algorithms to partition the streaming set of nodes and edges into network snapshots at changing points; and (4) invariant-based quantifiable performance metrics for analyzing large-scale dynamic networks. As a case study, the developed software will be evaluated on two disparate domains -- fast processing of genomic data on dynamic trees, and cost-effective operation of complex mining engineering applications.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.
动态网络的高效分析在各种多学科的现实生活应用中非常重要,例如数据挖掘和分析、社会和生物网络、流行病学、网络物理基础设施、交通网络、地面采矿和网络安全。尽管有许多软件用于分析静态网络,但缺乏全面的网络基础设施来支持大规模、复杂、动态网络中的创新研究挑战。这项由多所大学提出的提案旨在解决这一问题,它开发了一个名为CIDEY(网络基础设施加速网络动力学创新)的新平台,该平台基于针对动态网络的高效、可扩展的并行算法设计和具有性能优化的高性能软件开发。对于更广泛的影响和外联活动,调查人员将(1)与多学科研究小组合作,评估开发的平台、算法和软件工具的有效性;(2)主办研讨会、网络研讨会和教程,以教育研究社区有关网络基础设施;(3)通过专门的网站、主旨演讲和特邀演讲、演示以及同行评议期刊和会议上的高质量出版物传播项目成果;以及(4)通过吸引妇女和代表性不足的少数族裔学生,包括密苏里州的高中生和农村社区,德克萨斯州的西班牙裔和非裔美国人社区,以及俄勒冈州的第一原住民(印第安人)社区,培训下一代数据科学家开发糖果平台。该项目将开发第一个并行、可扩展、可扩展和用户友好的软件平台,用于更新动态网络的重要属性。它还将提供必要的功能和工具,以修改现有算法或创建新的算法,以迎合具有不同专门知识水平的基本、中级和高级用户。Candy网络基础设施平台将在不同的架构上实施,如分布式内存、共享内存和提供用户友好界面的图形处理器单元。重要的研究和开发创新包括:(1)新的网络分析算法的分层分类,允许基于多参数的并行算法的分层规范;(2)用于创建用于动态网络分析的新的可扩展算法的模板;(3)在变化点将节点和边的流集划分为网络快照的算法;以及(4)用于分析大规模动态网络的基于不变量的可量化性能度量。作为案例研究,开发的软件将在两个不同的领域进行评估--动态树上基因组数据的快速处理,以及复杂采矿工程应用的成本效益操作。该奖项反映了NSF的法定使命,并通过使用基金会的智力优势和更广泛的影响审查标准进行评估,被认为值得支持。
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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Sajal Das其他文献
Microwave-assisted straightforward synthesis of 2-substituted alicyclic fused pyrimidone
微波辅助直接合成2-取代脂环族稠合嘧啶酮
- DOI:
10.1016/j.tetlet.2023.154832 - 发表时间:
2023 - 期刊:
- 影响因子:1.8
- 作者:
Sanjay Roy;Samir Kumar Mandal;Anirban Mandal;Sajal Das - 通讯作者:
Sajal Das
Synthesis and properties of a new polyether ketone
- DOI:
10.1007/bf00255813 - 发表时间:
1982-02-01 - 期刊:
- 影响因子:4.000
- 作者:
Sajal Das;Louis A. Jones;John E. Bunch - 通讯作者:
John E. Bunch
Fabrication of self-assembled Co<sub>3</sub>O<sub>4</sub> nano-flake for one-pot synthesis of tetrahydrobenzo[<em>b</em>]pyran and 1,3-benzothazole derivatives
- DOI:
10.1016/j.crgsc.2021.100258 - 发表时间:
2022-01-01 - 期刊:
- 影响因子:
- 作者:
Geetika Patel;Ashok Raj Patel;Gurupada Maity;Sajal Das;Shiv P. Patel;Subhash Banerjee - 通讯作者:
Subhash Banerjee
The rationale and indications for angiotensin receptor blockers in heart failure.
血管紧张素受体阻滞剂治疗心力衰竭的基本原理和适应症。
- DOI:
- 发表时间:
2006 - 期刊:
- 影响因子:3.4
- 作者:
K. Bybee;Sajal Das;J. O’Keefe - 通讯作者:
J. O’Keefe
Copper(II)-Mediated, Site-Selective C(sp2)-H Sulfonamidation of 1-Naphthylamines.
铜 (II) 介导的 1-萘胺的位点选择性 C(sp2)-H 磺酰胺化。
- DOI:
10.1021/acs.joc.3c01852 - 发表时间:
2023 - 期刊:
- 影响因子:0
- 作者:
Arun Kumar Hajra;P. Ghosh;Priyanka Paul;Mrinalkanti Kundu;Sajal Das - 通讯作者:
Sajal Das
Sajal Das的其他文献
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{{ truncateString('Sajal Das', 18)}}的其他基金
MASTER: Missouri Advanced Security Training, Educa
硕士:密苏里州高级安全培训,Educa
- 批准号:
2335969 - 财政年份:2023
- 资助金额:
$ 84.14万 - 项目类别:
Continuing Grant
I-Corps: An Advanced Analytics Platform for Personalized Treatment
I-Corps:用于个性化治疗的高级分析平台
- 批准号:
2330769 - 财政年份:2023
- 资助金额:
$ 84.14万 - 项目类别:
Standard Grant
Collaborative Research: SOTERIA: Satisfaction and Risk-aware Dynamic Resource Orchestration in Public Safety Systems
合作研究:SOTERIA:公共安全系统中的满意度和风险意识动态资源编排
- 批准号:
2319995 - 财政年份:2023
- 资助金额:
$ 84.14万 - 项目类别:
Standard Grant
Collaborative Research: SaTC: CORE: Small: TAURUS: Towards a Unified Robust and Secure Data Driven Approach for Attack Detection in Smart Living
协作研究:SaTC:核心:小型:TAURUS:迈向智能生活中攻击检测的统一稳健且安全的数据驱动方法
- 批准号:
2030624 - 财政年份:2020
- 资助金额:
$ 84.14万 - 项目类别:
Standard Grant
NSF Student Travel Grant for 2020 IEEE International Conference on Pervasive Computing and Communications (PerCom)
NSF 学生旅费资助 2020 年 IEEE 国际普适计算与通信会议 (PerCom)
- 批准号:
2016822 - 财政年份:2020
- 资助金额:
$ 84.14万 - 项目类别:
Standard Grant
MASTER: Missouri Advanced Security Training, Educa
硕士:密苏里州高级安全培训,Educa
- 批准号:
1914771 - 财政年份:2018
- 资助金额:
$ 84.14万 - 项目类别:
Continuing Grant
IEEE PerCom 2018 Student Travel Support Request
IEEE PerCom 2018 学生旅行支持请求
- 批准号:
1818233 - 财政年份:2018
- 资助金额:
$ 84.14万 - 项目类别:
Standard Grant
NeTS: JUNO2: Collaborative Research: STEAM: Secure and Trustworthy Framework for Integrated Energy and Mobility in Smart Connected Communities
NetS:JUNO2:协作研究:STEAM:智能互联社区中集成能源和移动性的安全可信框架
- 批准号:
1818942 - 财政年份:2018
- 资助金额:
$ 84.14万 - 项目类别:
Continuing Grant
IEEE SMARTCOMP 2018 Student Travel Support Request
IEEE SMARTCOMP 2018 学生旅行支持请求
- 批准号:
1818462 - 财政年份:2018
- 资助金额:
$ 84.14万 - 项目类别:
Standard Grant
SPX: Collaborative Research: SANDY: Sparsification-based Approach for Analyzing Network Dynamics
SPX:协作研究:SANDY:基于稀疏化的网络动态分析方法
- 批准号:
1725755 - 财政年份:2017
- 资助金额:
$ 84.14万 - 项目类别:
Continuing Grant
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