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Jointly compressing and caching data in wireless sensor networks

  • Nitish K. Panigrahy
  • , Jian Li
  • , Faheem Zafari
  • , Don Towsley
  • , Paul Yu
  • University of Massachusetts
  • Imperial College London
  • U.S. Army Research Laboratory

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

1 Scopus citations

Abstract

We propose a novel policy for data compression and caching in a wireless sensor network (WSN) that provably optimizes utility and cost jointly, providing a theoretical basis to understand the compression-caching tradeoff for data analytics in a WSN. Our optimization framework provides analytical answers to how much compression should be performed at each sensors, and where the data should be cached in the network. We propose a distributed algorithm to implement the optimal policy and adapt to the changes (e.g., cache size and request processes) in the network. We evaluate our approach through extensive simulations on WSNs.

Original languageEnglish
Title of host publicationProceedings - 2019 IEEE International Conference on Smart Computing, SMARTCOMP 2019
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages57-62
Number of pages6
ISBN (Electronic)9781728116891
DOIs
StatePublished - Jun 2019
Event5th IEEE International Conference on Smart Computing, SMARTCOMP 2019 - Washington, United States
Duration: Jun 12 2019Jun 14 2019

Publication series

NameProceedings - 2019 IEEE International Conference on Smart Computing, SMARTCOMP 2019

Conference

Conference5th IEEE International Conference on Smart Computing, SMARTCOMP 2019
Country/TerritoryUnited States
CityWashington
Period06/12/1906/14/19

Keywords

  • Data communication
  • Distributed Algorithms
  • Optimization
  • Time to live (TTL) cache
  • Wireless sensor networks

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