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CNS Core: Large: Collaborative Research: Network Design Automation

CNS Core: Large: Collaborative Research: Network Design Automation
CNS 核心:大型:协作研究:网络设计自动化
批准号:
1901510
负责人:
George Varghese
金额:
$199.94万
依托单位国家:
美国
项目类别:
Continuing Grant
财政年份:
2019
资助国家:
美国
项目状态:
已结题
起止时间:
2019-07-01 至 2024-06-30

项目摘要

项目成果

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中文摘要
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英文摘要
When we use Office365, Amazon, or Facebook, we access a world of rich services via a network. Network reliability is paramount for business, science, and government because downtime affects productivity, economic output, and social communication. However, reliability is difficult to achieve in the face of component failure, manual configuration, and the stringent economics of the Information Technology (IT) industry. This project will take first steps towards creating a new field of inquiry, Network Design Automation (NDA). NDA seeks to create computer-aided design (CAD) tools that reduce design effort and increase reliability based on a scientific understanding of network structure. NDA is inspired by Electronic Design Automation (EDA), a $7 billion industry that underpins the $100 billion chip industry, and is a vibrant intellectual discipline in its own right.NDA will verify networks using formal methods but also broaden the agenda to debugging networked systems and to other specialized networks such as rural networks and content distribution networks. Specific new tasks include tying application performance to network problems using machine learning, understanding failure logs using Natural Language Processing, creating more controllable routers inspired by hardware boundary scan ideas, rural network design using constraint satisfaction, network scripting to lower the barriers for operators, and data mining to find configuration bugs without a specification. Networks have unique challenges including heterogeneity, management complexity, rate of evolution (new data centers and service rollouts), and high availability needs. Besides a consistent focus on using algorithm search, we will leverage data mining, machine learning, Natural Language Processing, and hardware test approaches. NDA will not merely reuse existing mechanisms, but will exploit domain-specific insights about the structure of modern networks to invent new and scalable approaches.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(7)
专著(0)
科研奖励(0)
会议论文
DOI: --
发表时间: 2023
期刊:
影响因子: --
作者: [Pradeep Dogga;Chetan Bansal;Richard Costleigh;Gopinath Jayagopal;Suman Nath;Xuchao Zhang]
通讯作者: Pradeep Dogga;Chetan Bansal;Richard Costleigh;Gopinath Jayagopal;Suman Nath;Xuchao Zhang
Revelio: ML-Generated Debugging Queries for Finding Root Causes in Distributed Systems
Revelio:ML 生成的调试查询,用于查找分布式系统中的根本原因
DOI: --
发表时间: 2022
期刊: Proceedings of Machine Learning and Systems 4 (MLSys 2022
影响因子: --
作者: [Dogga, Pradeep, Narasimhan, Karthik, Sivaraman, Anirudh, Varghese, George]
通讯作者: Varghese, George
A System-Wide Debugging Assistant Powered by Natural Language Processing
由自然语言处理提供支持的全系统调试助手
DOI: 10.1145/3357223.3362701
发表时间: 2019
期刊: Proceedings of the ACM Symposium on Cloud Computing
影响因子: --
作者: [Dogga, Pradeep, Narasimhan, Karthik, Sivaraman, Anirudh, Netravali, Ravi]
通讯作者: Netravali, Ravi
DOI: 10.1145/3452296.3472925
发表时间: 2021-08
期刊: Proceedings of the 2021 ACM SIGCOMM 2021 Conference
影响因子: --
作者: [Alan Tang;S. Kakarla;Ryan Beckett;Ennan Zhai;Matt Brown;T. Millstein;Y. Tamir;G. Varghese]
通讯作者: Alan Tang;S. Kakarla;Ryan Beckett;Ennan Zhai;Matt Brown;T. Millstein;Y. Tamir;G. Varghese
7
    NeTS: Small: Revisiting Network Algorithmics using the CRAM Model
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      $60.0万
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      2024
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    CSR-EHS - Building a High Throughput Programmable Network Processor Through Algorithm and Architecture Co-Exploration
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      0509546
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    • 财政年份:
      2005
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    New Directions in Accounting and Traffic Measurement
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    • 项目类别:
      Standard Grant
    • 资助金额:
      $0.0万
    • 财政年份:
      2002
    • 负责人:
      George Varghese
    • 依托单位:
    Terabit Lookups
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      0074004
    • 项目类别:
      Standard Grant
    • 资助金额:
      $30.0万
    • 财政年份:
      2000
    • 负责人:
      George Varghese
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