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2 \@writefile{toc}{\author{Guillaume Laville, Christophe Lang, Kamel Mazouzi, Nicolas Marilleau, B\IeC {\'e}n\IeC {\'e}dicte Herrmann, Laurent Philippe}{}}
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8 \@writefile{toc}{\contentsline {section}{\numberline {16.1}Introduction}{363}}
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12 \@writefile{toc}{\contentsline {subsection}{\numberline {16.2.1}Multi-agent systems and parallelism}{365}}
13 \@writefile{toc}{\contentsline {subsection}{\numberline {16.2.2}MAS Implementation on GPU}{366}}
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15 \@writefile{toc}{\contentsline {section}{\numberline {16.3}A first practical example}{368}}
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17 \@writefile{toc}{\contentsline {subsection}{\numberline {16.3.1}The Collembola model}{368}}
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27 \@writefile{lof}{\contentsline {figure}{\numberline {16.2}{\ignorespaces Performance of the Collembola model on CPU and GPU\relax }}{371}}
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31 \@writefile{toc}{\contentsline {subsection}{\numberline {16.4.1}The MIOR model}{372}}
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37 \@writefile{lof}{\contentsline {figure}{\numberline {16.3}{\ignorespaces Execution distribution retained on GPU\relax }}{374}}
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39 \@writefile{toc}{\contentsline {subsubsection}{\numberline {16.4.2.2}Data structures translation}{374}}
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52 \@writefile{toc}{\contentsline {subsection}{\numberline {16.4.3}Performance of MIOR implementations}{378}}
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54 \@writefile{lof}{\contentsline {figure}{\numberline {16.5}{\ignorespaces CPU and GPU performance on a Tesla C1060 node\relax }}{380}}
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56 \@writefile{lof}{\contentsline {figure}{\numberline {16.6}{\ignorespaces CPU and GPU performance on a personal computer with a Geforce 8800GT\relax }}{381}}
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58 \@writefile{toc}{\contentsline {section}{\numberline {16.5}Analysis and recommendations}{381}}
59 \newlabel{ch17:analysis}{{16.5}{381}}
60 \@writefile{toc}{\contentsline {subsection}{\numberline {16.5.1}Analysis}{381}}
61 \@writefile{lof}{\contentsline {figure}{\numberline {16.7}{\ignorespaces Execution time of one multi-simulation kernel on the Tesla platform\relax }}{382}}
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63 \@writefile{lof}{\contentsline {figure}{\numberline {16.8}{\ignorespaces Total execution time for 1000 simulations on the Tesla platform, while varying the number of simulations for each kernel\relax }}{382}}
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65 \@writefile{toc}{\contentsline {subsection}{\numberline {16.5.2}MAS execution workflow}{382}}
66 \@writefile{toc}{\contentsline {subsection}{\numberline {16.5.3}Implementation challenges}{383}}
67 \@writefile{toc}{\contentsline {subsection}{\numberline {16.5.4}MCSMA}{384}}
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69 \@writefile{toc}{\contentsline {section}{\numberline {16.6}Conclusion}{385}}
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71 \@writefile{toc}{\contentsline {section}{Bibliography}{386}}
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