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

Cited by 10 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Hard SyDR: A Benchmarking Environment for Global Navigation Satellite System Algorithms;Sensors;2024-01-09

2. Verification of Approximate Hardware Designs with ChiselVerify;2023 IEEE Nordic Circuits and Systems Conference (NorCAS);2023-10-31

3. Towards At-the-Edge ECG Signal Processing with Accuracy-tunable Approximate Adders;2023 IEEE 12th Global Conference on Consumer Electronics (GCCE);2023-10-10

4. VADF: V ersatile A pproximate D ata F ormats for Energy-Efficient Computing;ACM Transactions on Embedded Computing Systems;2023-09-09

5. Towards Coarse-Grained Reconfigurable Approximate Computing with CGRAgen;2023 33rd International Conference on Field-Programmable Logic and Applications (FPL);2023-09-04

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3