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AxRSU: Approximate Radix-4 Squarer Unit

  • Morgana M.A. Da Rosa
  • , Guilherme Paim
  • , Jorge Castro-Godinez
  • , Eduardo A.C. Da Costa
  • , Rafael I. Soares
  • , Sergio Bampi

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

18 Scopus citations

Abstract

Approximate computing emerged as a design alternative to boost design efficiency by leveraging the intrinsic error resiliency of many applications. Several error-resilient and compute-intensive applications such as signal, image, and video processing, computer vision, and supervised machine learning perform mean squared error (MSE) estimation during the runtime demanding dedicated squarer logic units in their hardware accelerators. This work proposes an approximate Radix-4 squarer unit architecture (AxRSU). Our AxRSU proposal reduces the encoder complexity and the number of required partial products, which considerably boosts energy and circuit area savings. We demonstrate the AxRSU error-quality trade-off in an SSD (Sum Squared Difference) hardware accelerator as a case study targeting a video processing application. We offer a new Pareto front with eighth optimal AxRSU solutions ranging 52-97% of cross-correlation (i.e., accuracy) for savings of 15-47% in energy consumption and 12-32% in circuit area.

Original languageEnglish
Title of host publicationIEEE International Symposium on Circuits and Systems, ISCAS 2022
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages1655-1659
Number of pages5
ISBN (Electronic)9781665484855
DOIs
StatePublished - 2022
Event2022 IEEE International Symposium on Circuits and Systems, ISCAS 2022 - Austin, United States
Duration: 27 May 20221 Jun 2022

Publication series

NameProceedings - IEEE International Symposium on Circuits and Systems
Volume2022-May
ISSN (Print)0271-4310

Conference

Conference2022 IEEE International Symposium on Circuits and Systems, ISCAS 2022
Country/TerritoryUnited States
CityAustin
Period27/05/221/06/22

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

  1. SDG 7 - Affordable and Clean Energy
    SDG 7 Affordable and Clean Energy

Keywords

  • Approximate Computing
  • Approximate Squarer Unit
  • Radix-4 Squarer Unit
  • VLSI Hardware Design

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