Detail výsledku

Coevolutionary Cartesian Genetic Programming in FPGA

HRBÁČEK, R.; DRAHOŠOVÁ, M. Coevolutionary Cartesian Genetic Programming in FPGA. Advances in Artificial Life, ECAL 2013, Proceedings of the Twelfth European Conference on the Synthesis and Simulation of Living Systems. Cambridge: MIT Press, 2013. p. 431-438. ISBN: 978-0-262-31709-2.
Typ
článek ve sborníku konference
Jazyk
anglicky
Autoři
Hrbáček Radek, Ing., Ph.D., UTKO (FEKT)
Drahošová Michaela, Ing., Ph.D., UPSY (FIT)
Abstrakt

In this paper, a hardware platform for coevolutionary cartesian genetic programming is proposed. The proposed two-population coevolutionary algorithm involves the implementation of search algorithms in two MicroBlaze soft processors (one for each population) interconnected by the AXI bus in Xilinx Virtex 6 FPGA. Candidate programs are evaluated in a domain-specific virtual reconfigurable circuit incorporated into custom MicroBlaze peripheral. Experimental results in the task of evolutionary image filter design show that we can achieve a significant speed-up (up to 58) in comparison with a highly optimized software implementation.

Klíčová slova

Cartesian genetic programming, coevolutionary algortihms, fitness modeling, hardware acceleration, FPGA.

URL
Rok
2013
Strany
431–438
Sborník
Advances in Artificial Life, ECAL 2013, Proceedings of the Twelfth European Conference on the Synthesis and Simulation of Living Systems
Konference
12th European Conference on Artificial Life
ISBN
978-0-262-31709-2
Vydavatel
MIT Press
Místo
Cambridge
DOI
10.7551/978-0-262-31709-2-ch062
BibTeX 
@inproceedings{BUT103495,
  author="Radek {Hrbáček} and Michaela {Drahošová}",
  title="Coevolutionary Cartesian Genetic Programming in FPGA",
  booktitle="Advances in Artificial Life, ECAL 2013, Proceedings of the Twelfth European Conference on the Synthesis and Simulation of Living Systems",
  year="2013",
  pages="431--438",
  publisher="MIT Press",
  address="Cambridge",
  doi="10.7551/978-0-262-31709-2-ch062",
  isbn="978-0-262-31709-2",
  url="http://mitpress.mit.edu/sites/default/files/titles/content/ecal13/ch062.html"
}
Projekty
Natural computing na nekonvenčních platformách, GAČR, Standardní projekty, GAP103/10/1517, zahájení: 2010-01-01, ukončení: 2013-12-31, řešení
Pokročilé bezpečné, spolehlivé a adaptivní IT, VUT, Vnitřní projekty VUT, FIT-S-11-1, zahájení: 2011-01-01, ukončení: 2013-12-31, ukončen
Výzkumné skupiny
Výzkumná skupina Evolvable Hardware (VZ EHW)
Pracoviště
Ústav počítačových systémů (UPSY)
Nahoru