Towards Compositional Coevolution in Evolutionary Circuit Design
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216305%3A26230%2F14%3APU112015" target="_blank" >RIV/00216305:26230/14:PU112015 - isvavai.cz</a>
Result on the web
<a href="https://www.fit.vut.cz/research/publication/10655/" target="_blank" >https://www.fit.vut.cz/research/publication/10655/</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1109/ICES.2014.7008735" target="_blank" >10.1109/ICES.2014.7008735</a>
Alternative languages
Result language
angličtina
Original language name
Towards Compositional Coevolution in Evolutionary Circuit Design
Original language description
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.
Czech name
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Czech description
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Classification
Type
D - Article in proceedings
CEP classification
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OECD FORD branch
10201 - Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)
Result continuities
Project
Result was created during the realization of more than one project. More information in the Projects tab.
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)
Others
Publication year
2014
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Article name in the collection
2014 IEEE International Conference on Evolvable Systems Proceedings
ISBN
978-1-4799-4479-8
ISSN
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e-ISSN
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Number of pages
8
Pages from-to
157-164
Publisher name
Institute of Electrical and Electronics Engineers
Place of publication
Piscataway
Event location
Orlando
Event date
Dec 9, 2014
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
000361481400021