Result Details

ADAC: Automated Design of Approximate Circuits

ČEŠKA, M.; MATYÁŠ, J.; MRÁZEK, V.; VAŠÍČEK, Z.; SEKANINA, L.; VOJNAR, T. ADAC: Automated Design of Approximate Circuits. In Proceedings of 30th International Conference on Computer Aided Verification (CAV'18). Oxford, UK: Springer International Publishing, 2018. p. 612-620. ISBN: 978-3-319-96145-3.
Type
conference paper
Language
English
Authors
Abstract

Approximate circuits with relaxed requirements on functional correctness play an important role in the development of resource-efficient computer systems. Designing approximate circuits is a very complex and time-demanding process trying to find optimal trade-offs between the approximation error and resource savings. In this paper, we present ADAC - a novel framework for automated design of approximate arithmetic circuits. ADAC integrates in a unique way efficient simulation and formal methods for approximate equivalence checking into a search-based circuit optimisation. To make ADAC easily accessible, it is implemented as a module of the ABC tool: a~state-of-the-art system for circuit synthesis and verification. Within several hours, ADAC is able to construct high-quality Pareto sets of complex circuits (including even 32-bit multipliers), providing useful trade-offs between the resource consumption and the error that is formally guaranteed. This demonstrates outstanding performance and scalability compared with other existing approaches.

Keywords


approximate circuits, energy-efficient computing, design automation, approximate equivalence checking, Cartesian Genetic Programming, SAT and BDD-based decision procedures

Published
2018
Pages
612–620
Proceedings
Proceedings of 30th International Conference on Computer Aided Verification (CAV'18)
Conference
30th International Conference on Computer Aided Verification
ISBN
978-3-319-96145-3
Publisher
Springer International Publishing
Place
Oxford, UK
DOI
UT WoS
000491481600035
EID Scopus
BibTeX
@inproceedings{BUT155051,
  author="Milan {Češka} and Jiří {Matyáš} and Vojtěch {Mrázek} and Zdeněk {Vašíček} and Lukáš {Sekanina} and Tomáš {Vojnar}",
  title="ADAC: Automated Design of Approximate Circuits",
  booktitle="Proceedings of 30th International Conference on Computer Aided Verification (CAV'18)",
  year="2018",
  pages="612--620",
  publisher="Springer International Publishing",
  address="Oxford, UK",
  doi="10.1007/978-3-319-96145-3\{_}35",
  isbn="978-3-319-96145-3",
  url="https://www.fit.vut.cz/research/publication/11731/"
}
Files
Projects
IT4Innovations excellence in science, MŠMT, Národní program udržitelnosti II, LQ1602, start: 2016-01-01, end: 2020-12-31, completed
Research groups
Departments
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