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research article

A Formal Framework for Maximum Error Estimation in Approximate Logic Synthesis

Scarabottolo, Ilaria
•
Ansaloni, Giovanni  
•
Constantinides, George A.
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April 1, 2022
Ieee Transactions On Computer-Aided Design Of Integrated Circuits And Systems

Approximate logic synthesis techniques have become popular in error-resilient systems, where accuracy requirements can be traded for improved energy efficiency. Many of these techniques operate on a circuit by substituting or removing some of its portions under a predefined error constraint; however, the research on systematic methods to determine the error induced by such transformations is still at an early stage. We propose herein a generic framework for modeling maximum error in a circuit, called partition and propagate, which is a fundamental preliminary step for ALS. This framework is based on circuit partitioning and error propagation among the subcircuits. We provide a sound, complete formal description of such framework, and we illustrate how two state-of-the-art algorithms can be subsumed by it. Moreover, we propose a novel gate-level error-modeling algorithm, which is able to identify the whole range of possible errors induced by a given approximate transformation. We compare the three strategies and illustrate the efficiency of the new error-propagation methodology, which is able to identify accurate error bounds and, hence, guide ALS techniques to more valuable solutions.

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Type
research article
DOI
10.1109/TCAD.2021.3075651
Web of Science ID

WOS:000770597100007

Author(s)
Scarabottolo, Ilaria
Ansaloni, Giovanni  
Constantinides, George A.
Pozzi, Laura
Date Issued

2022-04-01

Publisher

IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC

Published in
Ieee Transactions On Computer-Aided Design Of Integrated Circuits And Systems
Volume

41

Issue

4

Start page

840

End page

853

Subjects

Computer Science, Hardware & Architecture

•

Computer Science, Interdisciplinary Applications

•

Engineering, Electrical & Electronic

•

Computer Science

•

Engineering

•

integrated circuit modeling

•

logic gates

•

partitioning algorithms

•

computational modeling

•

approximation algorithms

•

scalability

•

monte carlo methods

•

approximate computing

•

efficient architecture

•

error modeling

•

hardware design

•

logic synthesis

•

design

Editorial or Peer reviewed

REVIEWED

Written at

EPFL

EPFL units
ESL  
Available on Infoscience
April 11, 2022
Use this identifier to reference this record
https://infoscience.epfl.ch/handle/20.500.14299/187017
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