Faculty of Information Technology, BUT

Publication Details

Evolutionary approximation of complex digital circuits

VAŠÍČEK Zdeněk and SEKANINA Lukáš. Evolutionary approximation of complex digital circuits. In: Proceedings of the Companion Publication of the 2015 on Genetic and Evolutionary Computation Conference. New York: Association for Computing Machinery, 2015, pp. 1505-1506. ISBN 978-1-4503-3488-4.
Czech title
Evoluční aproximace složitých číslicových obvodů
Type
conference paper
Language
english
Authors
Keywords
digital circuit, approximate computing, binary decision diagram, evolutionary design 
Abstract

Circuit approximation has been developed in recent years as a viable method for constructing energy efficient electronic systems. An open problem is how to effectively obtain approximate circuits showing good compromises between key circuit parameters - the error, power consumption, area and delay.  The use of evolutionary algorithms in the task of circuit approximation has led to promising results; however, only relative simple circuit instances have been tackled because of the scalability problems of the evolutionary design method. We propose to replace the most time consuming part of the evolutionary design algorithm, i.e. the fitness calculation exponentially depending on the number of circuit inputs, by an equivalence checking algorithm operating over Binary Decision Diagrams (BDDs). Approximate circuits are evolved using Cartesian genetic programming which calls a  BDD solver to calculate the fitness value of candidate circuits. The method enables to obtain approximate circuits consisting of tens of inputs and hundreds of gates and showing desired trade-off between key circuit parameters.
Published
2015
Pages
1505-1506
Proceedings
Proceedings of the Companion Publication of the 2015 on Genetic and Evolutionary Computation Conference
Conference
Genetic and Evolutionary Computations Conference 2015, Madrid, ES
ISBN
978-1-4503-3488-4
Publisher
Association for Computing Machinery
Place
New York, US
DOI
BibTeX
@INPROCEEDINGS{FITPUB10808,
   author = "Zden\v{e}k Va\v{s}\'{i}\v{c}ek and Luk\'{a}\v{s} Sekanina",
   title = "Evolutionary approximation of complex digital circuits",
   pages = "1505--1506",
   booktitle = "Proceedings of the Companion Publication of the 2015 on Genetic and Evolutionary Computation Conference",
   year = 2015,
   location = "New York, US",
   publisher = "Association for Computing Machinery",
   ISBN = "978-1-4503-3488-4",
   doi = "10.1145/2739482.2764657",
   language = "english",
   url = "https://www.fit.vut.cz/research/publication/10808"
}
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