Designing inexact systems efficiently using elimination heuristics

Research output: Contribution to book/conference proceedings/anthology/reportConference contributionContributedpeer-review

Contributors

  • Shyamsundar Venkataraman - , National University of Singapore (Author)
  • Akash Kumar - , National University of Singapore (Author)
  • Jeremy Schlachter - , Swiss Federal Institute of Technology Lausanne (EPFL) (Author)
  • Christian Enz - , Swiss Federal Institute of Technology Lausanne (EPFL) (Author)

Abstract

There are a wide variety of applications that are able to tolerate small errors in the values of the outputs, provided they are within the application-specific thresholds. For such applications, there have been many efforts to study the tradeoff involved in the accuracy of the output and the energy/area requirement. However, most of the efforts have been at the level of individual components. In this article, we present a design flow to study the inexactness at the level of system and provide heuristics to quickly explore the design-space under given inexactness and area/energy constraints. The approach is applied to various digital signal processing filters and an ECG application of QRS detection. In both cases, orders of magnitude speed-ups are obtained in the design-flow process. Area savings of 21.61% and power savings of 22.79% were observed for a low-pass filter having a relative error of just 8E-5%.

Details

Original languageEnglish
Title of host publication2015 Design, Automation & Test in Europe Conference & Exhibition (DATE)
Place of PublicationGrenoble
PublisherIEEE Xplore
Pages758-763
Number of pages6
ISBN (electronic)978-3-9815-3705-5, 978-3-9815-3704-8
Publication statusPublished - 22 Apr 2015
Peer-reviewedYes
Externally publishedYes

Publication series

SeriesDesign, Automation and Test in Europe Conference and Exhibition (DATE)
ISSN1530-1591

Conference

Title2015 Design, Automation and Test in Europe Conference and Exhibition, DATE 2015
Duration9 - 13 March 2015
CityGrenoble
CountryFrance

Keywords

Research priority areas of TU Dresden

ASJC Scopus subject areas