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21st International Symposium on High Performance Computing Systems and Applications (HPCS'07)
Fast Genetic Programming and Artificial Developmental Systems on GPUs
Saskatoon, Saskatchewan, Canada
May 13-May 16
ISBN: 0-7695-2813-9
ASCII Text
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Simon Harding, Wolfgang Banzhaf, "Fast Genetic Programming and Artificial Developmental Systems on GPUs," High Performance Computing Systems and Applications, Annual International Symposium on, pp. 2, 21st International Symposium on High Performance Computing Systems and Applications (HPCS'07), 2007.
 
 
BibTex
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@article{ 10.1109/HPCS.2007.17,
author = {Simon Harding and Wolfgang Banzhaf},
title = {Fast Genetic Programming and Artificial Developmental Systems on GPUs},
journal ={High Performance Computing Systems and Applications, Annual International Symposium on},
volume = {0},
year = {2007},
isbn = {0-7695-2813-9},
pages = {2},
doi = {http://doi.ieeecomputersociety.org/10.1109/HPCS.2007.17},
publisher = {IEEE Computer Society},
address = {Los Alamitos, CA, USA},
}
 
 
RefWorks Procite/RefMan/Endnote
x 
 
TY - CONF
JO - High Performance Computing Systems and Applications, Annual International Symposium on
TI - Fast Genetic Programming and Artificial Developmental Systems on GPUs
SN - 0-7695-2813-9
SP
EP
A1 - Simon Harding,
A1 - Wolfgang Banzhaf,
PY - 2007
KW - null
VL - 0
JA - High Performance Computing Systems and Applications, Annual International Symposium on
ER -
 
Simon Harding, Memorial University, Newfoundland, Canada
Wolfgang Banzhaf, Memorial University, Newfoundland, Canada
In this paper we demonstrate the use of the Graphics Processing Unit (GPU) to accelerate Evolutionary Computation applications, in particular Genetic Programming approaches. We show that it is possible to get speed increases of several hundred times over a typical CPU implementation, catapulting GPU processing for these applications into the realm of HPC. This increase in performance also extends to artificial developmental systems, where evolved programs are used to construct cellular systems. Feasibility of this approach to efficiently evaluate artificial developmental systems based on cellular automata is demonstrated.
Citation:
Simon Harding, Wolfgang Banzhaf, "Fast Genetic Programming and Artificial Developmental Systems on GPUs," hpcs, pp.2, 21st International Symposium on High Performance Computing Systems and Applications (HPCS'07), 2007
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