Approximation Opportunities in Edge Computing Hardware: A Systematic Literature Review

Author:

Damsgaard Hans Jakob1ORCID,Ometov Aleksandr1ORCID,Nurmi Jari1ORCID

Affiliation:

1. Tampere University, Korkeakoulunkatu, Tampere, Finland

Abstract

With the increasing popularity of the Internet of Things and massive Machine Type Communication technologies, the number of connected devices is rising. However, although 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 article 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.

Funder

European Union’s Horizon 2020 Research and Innovation programme under the Marie Skłodowska Curie

Publisher

Association for Computing Machinery (ACM)

Subject

General Computer Science,Theoretical Computer Science

Reference204 articles.

1. WiSync: An architecture for fast synchronization through on-chip wireless communication;Abadal Sergi;ACM SIGARCH Computer Architecture News,2016

2. Toward approximate computing for coarse-grained reconfigurable architectures;Akbari Omid;IEEE Micro,2018

3. X-CGRA: An energy-efficient approximate coarse-grained reconfigurable architecture;Akbari Omid;IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems,2019

4. TrueNorth: Design and tool flow of a 65 mW 1 million neuron programmable neurosynaptic chip;Akopyan Filipp;IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems,2015

5. Stochastic computing in beyond Von-Neumann era: Processing bit-streams in memristive memory;Alam Mohsen Riahi;IEEE Transactions on Circuits and Systems II: Express Briefs,2022

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