A Fair Comparison of Modern CPUs and GPUs Running the Genetic Algorithm under the Knapsack Benchmark
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216305%3A26230%2F12%3APU98163" target="_blank" >RIV/00216305:26230/12:PU98163 - isvavai.cz</a>
Result on the web
<a href="http://rd.springer.com/chapter/10.1007/978-3-642-29178-4_43" target="_blank" >http://rd.springer.com/chapter/10.1007/978-3-642-29178-4_43</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1007/978-3-642-29178-4_43" target="_blank" >10.1007/978-3-642-29178-4_43</a>
Alternative languages
Result language
angličtina
Original language name
A Fair Comparison of Modern CPUs and GPUs Running the Genetic Algorithm under the Knapsack Benchmark
Original language description
The paper introduces an optimized multicore CPU implementation of the genetic algorithm and compares its performance with a fine-tuned GPU version. The main goal is to show the true performance relation between modern CPUs and GPUs and eradicate some ofmyths surrounding GPU performance. It is essential for the evolutionary community to provide the same conditions and designer effort to both implementations when benchmarking CPUs and GPUs. Here we show the performance comparison supported by architecture characteristics narrowing the performance gain of GPUs.
Czech name
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Czech description
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Classification
Type
J<sub>x</sub> - Unclassified - Peer-reviewed scientific article (Jimp, Jsc and Jost)
CEP classification
IN - Informatics
OECD FORD branch
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Result continuities
Project
<a href="/en/project/GAP103%2F10%2F1517" target="_blank" >GAP103/10/1517: Natural Computing on Unconventional Platforms</a><br>
Continuities
Z - Vyzkumny zamer (s odkazem do CEZ)
Others
Publication year
2012
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Name of the periodical
Lecture Notes in Computer Science
ISSN
0302-9743
e-ISSN
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Volume of the periodical
2012
Issue of the periodical within the volume
7248
Country of publishing house
DE - GERMANY
Number of pages
10
Pages from-to
426-435
UT code for WoS article
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EID of the result in the Scopus database
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