Publication detail

Towards Compositional Coevolution in Evolutionary Circuit Design

DRAHOŠOVÁ, M. KOMJÁTHY, G. SEKANINA, L.

Original Title

Towards Compositional Coevolution in Evolutionary Circuit Design

Type

conference paper

Language

English

Original Abstract

A divide and conquer approach is one of the methods introduced to get over the scalability problem of the evolutionary circuit design. A complex circuit is decomposed into modules which are evolved separately and without any interaction. The benefits are in reducing the search space and accelerating the evaluation of candidate circuits. In this paper, the evolution of non-interacting modules is replaced by a coevolutionary algorithm, in which the fitness of a module depends on fitness values of other modules, i.e. the modules are adapted to work together. The proposed method is embedded into Cartesian genetic programming (CGP). The coevolutionary approach was evaluated in the design of a switching image filter which was decomposed into the filtering module and detector module. The filters evolved using the proposed coevolutionary method show a higher quality of filtering in comparison with filters utilizing independently evolved modules. Furthermore, the whole design process was accelerated 1.31 times in comparison with the standard CGP.

Keywords

Compositional coevolution, digital circuit design, cartesian genetic programming, switching filter design.

Authors

DRAHOŠOVÁ, M.; KOMJÁTHY, G.; SEKANINA, L.

RIV year

2014

Released

12. 12. 2014

Publisher

Institute of Electrical and Electronics Engineers

Location

Piscataway

ISBN

978-1-4799-4479-8

Book

2014 IEEE International Conference on Evolvable Systems Proceedings

Pages from

157

Pages to

164

Pages count

8

URL

https://www.fit.vut.cz/research/publication/10655/

BibTex

@inproceedings{BUT111610,
  author="Michaela {Drahošová} and Gergely {Komjáthy} and Lukáš {Sekanina}",
  title="Towards Compositional Coevolution in Evolutionary Circuit Design",
  booktitle="2014 IEEE International Conference on Evolvable Systems Proceedings",
  year="2014",
  pages="157--164",
  publisher="Institute of Electrical and Electronics Engineers",
  address="Piscataway",
  doi="10.1109/ICES.2014.7008735",
  isbn="978-1-4799-4479-8",
  url="https://www.fit.vut.cz/research/publication/10655/"
}

Documents

ICES2014.pdf