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ČEŠKA, M. MATYÁŠ, J. MRÁZEK, V. VAŠÍČEK, Z. SEKANINA, L. VOJNAR, T.
Original Title
ADAC: Automated Design of Approximate Circuits
Type
conference paper
Language
English
Original 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
Authors
ČEŠKA, M.; MATYÁŠ, J.; MRÁZEK, V.; VAŠÍČEK, Z.; SEKANINA, L.; VOJNAR, T.
Released
14. 7. 2018
Publisher
Springer International Publishing
Location
Oxford, UK
ISBN
978-3-319-96145-3
Book
Proceedings of 30th International Conference on Computer Aided Verification (CAV'18)
Pages from
612
Pages to
620
Pages count
8
URL
https://www.fit.vut.cz/research/publication/11731/
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/" }