Approximation Opportunities in Edge Computing Hardware: A Systematic Literature Review

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Abstract

With the increasing popularity of the Internet of Things and massive Machine Type Communication technologies, the number of connected devices is rising. However, while enabling valuable effects to our lives, bandwidth and latency constraints challenge Cloud processing of their associated data amounts. A promising solution to these challenges is the combination of Edge and approximate computing techniques that allows for data processing nearer to the user. This paper aims to survey the potential benefits of these paradigms’ intersection. We provide a state-of-the-art review of circuit-level and architecture-level hardware techniques and popular applications. We also outline essential future research directions.
Original languageEnglish
Article number252
Number of pages49
JournalACM Computing Surveys
Volume55
Issue number12
Early online date23 Nov 2022
DOIs
Publication statusPublished - 3 Mar 2023
Publication typeA2 Review article in a scientific journal

Keywords

  • Reconfigurable computing
  • Architectures
  • Distributed architectures
  • Hardware
  • Computing methodologies
  • Surveys and overviews

Publication forum classification

  • Publication forum level 3

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