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Designing Compact Data Structures for Network Measurement and Control- [electronic resource]
Designing Compact Data Structures for Network Measurement and Control - [electronic resour...
Designing Compact Data Structures for Network Measurement and Control- [electronic resource]

Detailed Information

자료유형  
 학위논문파일 국외
최종처리일시  
20240214101919
ISBN  
9798380847711
DDC  
004
저자명  
Chen, Xiaoqi.
서명/저자  
Designing Compact Data Structures for Network Measurement and Control - [electronic resource]
발행사항  
[S.l.]: : Princeton University., 2023
발행사항  
Ann Arbor : : ProQuest Dissertations & Theses,, 2023
형태사항  
1 online resource(210 p.)
주기사항  
Source: Dissertations Abstracts International, Volume: 85-05, Section: B.
주기사항  
Advisor: Rexford, Jennifer.
학위논문주기  
Thesis (Ph.D.)--Princeton University, 2023.
사용제한주기  
This item must not be sold to any third party vendors.
초록/해제  
요약This dissertation explores the implementation of network measurement and closed-loop control in the data plane of high-speed programmable switches. After discussing the algorithmic constraints imposed by the switch pipeline architecture, primarily stemming from the requirement of high-speed processing, we share our experience in tailoring algorithms for the data plane. Initially, we focus on efficient measurement algorithms, and present two works for detecting heavy hitters and executing multiple distinct-count queries; both require designing novel approximate data structures to meet the tight memory access constraints. Subsequently, we pivot towards using real-time, closed-loop control in the data plane for performance optimization, and present two works for mitigating microbursts and enforcing fair bandwidth limits; both require approximated computation and exploit the sub-millisecond reaction latency unattainable through conventional control planes. We hope by sharing our experience and techniques, which are widely applicable to various algorithms and other data-plane hardware targets, we can lay the foundation for future innovations in the field of network programming for researchers and practitioners alike.
일반주제명  
Computer science.
일반주제명  
Computer engineering.
일반주제명  
Systems science.
키워드  
Network measurement
키워드  
Programmable data plane
키워드  
Queuing
키워드  
Sketch
키워드  
Software-defined networking
키워드  
Streaming algorithm
기타저자  
Princeton University Computer Science
기본자료저록  
Dissertations Abstracts International. 85-05B.
기본자료저록  
Dissertation Abstract International
전자적 위치 및 접속  
로그인 후 원문을 볼 수 있습니다.

MARC

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■020    ▼a9798380847711
■035    ▼a(MiAaPQ)AAI30689768
■040    ▼aMiAaPQ▼cMiAaPQ
■0820  ▼a004
■1001  ▼aChen,  Xiaoqi.
■24510▼aDesigning  Compact  Data  Structures  for  Network  Measurement  and  Control▼h[electronic  resource]
■260    ▼a[S.l.]:▼bPrinceton  University.  ▼c2023
■260  1▼aAnn  Arbor  :▼bProQuest  Dissertations  &  Theses,  ▼c2023
■300    ▼a1  online  resource(210  p.)
■500    ▼aSource:  Dissertations  Abstracts  International,  Volume:  85-05,  Section:  B.
■500    ▼aAdvisor:  Rexford,  Jennifer.
■5021  ▼aThesis  (Ph.D.)--Princeton  University,  2023.
■506    ▼aThis  item  must  not  be  sold  to  any  third  party  vendors.
■520    ▼aThis  dissertation  explores  the  implementation  of  network  measurement  and  closed-loop  control  in  the  data  plane  of  high-speed  programmable  switches.  After  discussing  the  algorithmic  constraints  imposed  by  the  switch  pipeline  architecture,  primarily  stemming  from  the  requirement  of  high-speed  processing,  we  share  our  experience  in  tailoring  algorithms  for  the  data  plane.  Initially,  we  focus  on  efficient  measurement  algorithms,  and  present  two  works  for  detecting  heavy  hitters  and  executing  multiple  distinct-count  queries;  both  require  designing  novel  approximate  data  structures  to  meet  the  tight  memory  access  constraints.  Subsequently,  we  pivot  towards  using  real-time,  closed-loop  control  in  the  data  plane  for  performance  optimization,  and  present  two  works  for  mitigating  microbursts  and  enforcing  fair  bandwidth  limits;  both  require  approximated  computation  and  exploit  the  sub-millisecond  reaction  latency  unattainable  through  conventional  control  planes.  We  hope  by  sharing  our  experience  and  techniques,  which  are  widely  applicable  to  various  algorithms  and  other  data-plane  hardware  targets,  we  can  lay  the  foundation  for  future  innovations  in  the  field  of  network  programming  for  researchers  and  practitioners  alike.
■590    ▼aSchool  code:  0181.
■650  4▼aComputer  science.
■650  4▼aComputer  engineering.
■650  4▼aSystems  science.
■653    ▼aNetwork  measurement
■653    ▼aProgrammable  data  plane
■653    ▼aQueuing
■653    ▼aSketch
■653    ▼aSoftware-defined  networking
■653    ▼aStreaming  algorithm
■690    ▼a0984
■690    ▼a0464
■690    ▼a0790
■71020▼aPrinceton  University▼bComputer  Science.
■7730  ▼tDissertations  Abstracts  International▼g85-05B.
■773    ▼tDissertation  Abstract  International
■790    ▼a0181
■791    ▼aPh.D.
■792    ▼a2023
■793    ▼aEnglish
■85640▼uhttp://www.riss.kr/pdu/ddodLink.do?id=T16935334▼nKERIS▼z이  자료의  원문은  한국교육학술정보원에서  제공합니다.
■980    ▼a202402▼f2024

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