Designing inexact systems efficiently using elimination heuristics

Publikation: Beitrag in Buch/Konferenzbericht/Sammelband/GutachtenBeitrag in KonferenzbandBeigetragenBegutachtung

Beitragende

  • Shyamsundar Venkataraman - , National University of Singapore (Autor:in)
  • Akash Kumar - , National University of Singapore (Autor:in)
  • Jeremy Schlachter - , École Polytechnique Fédérale de Lausanne (Autor:in)
  • Christian Enz - , École Polytechnique Fédérale de Lausanne (Autor:in)

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

OriginalspracheEnglisch
Titel2015 Design, Automation & Test in Europe Conference & Exhibition (DATE)
ErscheinungsortGrenoble
Herausgeber (Verlag)IEEE Xplore
Seiten758-763
Seitenumfang6
ISBN (elektronisch)978-3-9815-3705-5, 978-3-9815-3704-8
PublikationsstatusVeröffentlicht - 22 Apr. 2015
Peer-Review-StatusJa
Extern publiziertJa

Publikationsreihe

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

Konferenz

Titel2015 Design, Automation and Test in Europe Conference and Exhibition, DATE 2015
Dauer9 - 13 März 2015
StadtGrenoble
LandFrankreich

Schlagworte

Forschungsprofillinien der TU Dresden

ASJC Scopus Sachgebiete