Dependability of Future Edge-AI Processors: Pandora’s Box

Manil Dev Gomony, Anteneh Gebregiorgis, Moritz Fieback, Marc Geilen, Sander Stuijk, Jan Richter-Brockmann, Rajendra Bishnoi, Mottaqiallah Taouil, Said Hamdioui, More Authors

Research output: Chapter in Book/Conference proceedings/Edited volumeConference contributionScientificpeer-review

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Abstract

This paper addresses one of the directions of the HORIZON EU CONVOLVE project being dependability of smart edge processors based on computation-in-memory and emerging memristor devices such as RRAM. It discusses how how this alternative computing paradigm will change the way we used to do manufacturing test. In addition, it describes how these emerging devices inherently suffering from many non-idealities are calling for new solutions in order to ensure accurate and reliable edge computing. Moreover, the paper also covers the security aspects for future edge processors and shows the challenges and the future directions.
Original languageEnglish
Title of host publicationProceedings of the 2023 IEEE European Test Symposium (ETS)
PublisherIEEE
Number of pages6
ISBN (Electronic)979-8-3503-3634-4
ISBN (Print)979-8-3503-3635-1
DOIs
Publication statusPublished - 2023
Event2023 IEEE European Test Symposium (ETS) - Venezia, Italy
Duration: 22 May 202326 May 2023

Publication series

NameProceedings of the European Test Workshop
Volume2023-May
ISSN (Print)1530-1877
ISSN (Electronic)1558-1780

Conference

Conference2023 IEEE European Test Symposium (ETS)
Country/TerritoryItaly
CityVenezia
Period22/05/2326/05/23

Bibliographical note

Green Open Access added to TU Delft Institutional Repository 'You share, we take care!' - Taverne project https://www.openaccess.nl/en/you-share-we-take-care
Otherwise as indicated in the copyright section: the publisher is the copyright holder of this work and the author uses the Dutch legislation to make this work public.

Keywords

  • ULP
  • dynamic DL
  • edge-AI
  • SoC
  • memristor
  • approximate computing
  • DSE
  • compiler stack

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