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  • In this paper, a new hardware architecture for the acceleration of symbolic regression problems using Cartesian Genetic Programming (CGP) is presented. <br>In order to minimize the number of expensive memory accesses, a new algorithm is proposed.<br>The search algorithm is implemented using PowerPC processor which is available in Xilinx FPGAs of Virtex family. <br>A significant speedup of evolution is obtained in comparison with a highly optimized software implementation of CGP. <br>
  • In this paper, a new hardware architecture for the acceleration of symbolic regression problems using Cartesian Genetic Programming (CGP) is presented. <br>In order to minimize the number of expensive memory accesses, a new algorithm is proposed.<br>The search algorithm is implemented using PowerPC processor which is available in Xilinx FPGAs of Virtex family. <br>A significant speedup of evolution is obtained in comparison with a highly optimized software implementation of CGP. <br> (en)
Title
  • Efficient Hardware Accelerator for Symbolic Regression Problems
  • Efficient Hardware Accelerator for Symbolic Regression Problems (en)
skos:prefLabel
  • Efficient Hardware Accelerator for Symbolic Regression Problems
  • Efficient Hardware Accelerator for Symbolic Regression Problems (en)
skos:notation
  • RIV/00216305:26230/09:PU86222!RIV10-MSM-26230___
http://linked.open...avai/riv/aktivita
http://linked.open...avai/riv/aktivity
  • P(GA102/07/0850), P(GD102/09/H042), Z(MSM0021630528)
http://linked.open...vai/riv/dodaniDat
http://linked.open...aciTvurceVysledku
http://linked.open.../riv/druhVysledku
http://linked.open...iv/duvernostUdaju
http://linked.open...titaPredkladatele
http://linked.open...dnocenehoVysledku
  • 312507
http://linked.open...ai/riv/idVysledku
  • RIV/00216305:26230/09:PU86222
http://linked.open...riv/jazykVysledku
http://linked.open.../riv/klicovaSlova
  • hardware acceleration, regression problem, evolutionary design, image filter, fpga, powerpc<br> (en)
http://linked.open.../riv/klicoveSlovo
http://linked.open...ontrolniKodProRIV
  • [FFBFE9C28D2D]
http://linked.open...v/mistoKonaniAkce
  • Znojmo
http://linked.open...i/riv/mistoVydani
  • Znojmo
http://linked.open...i/riv/nazevZdroje
  • 5th Doctoral Workshop on Mathematical and Engineering Methods in Computer Science
http://linked.open...in/vavai/riv/obor
http://linked.open...ichTvurcuVysledku
http://linked.open...cetTvurcuVysledku
http://linked.open...vavai/riv/projekt
http://linked.open...UplatneniVysledku
http://linked.open...iv/tvurceVysledku
  • Sekanina, Lukáš
  • Vašíček, Zdeněk
http://linked.open...vavai/riv/typAkce
http://linked.open.../riv/zahajeniAkce
http://linked.open...n/vavai/riv/zamer
number of pages
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  • Masaryk University
https://schema.org/isbn
  • 978-80-87342-04-6
http://localhost/t...ganizacniJednotka
  • 26230
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