source: papers/SMPaT-2012_DCWoRMS/elsarticle-DCWoRMS.aux @ 728

Revision 728, 7.7 KB checked in by wojtekp, 12 years ago (diff)
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1\relax
2\citation{koomey}
3\citation{hintemann}
4\citation{pue}
5\@writefile{toc}{\contentsline {section}{\numberline {1}Introduction}{1}}
6\citation{games}
7\citation{fit4green}
8\citation{montblanc}
9\citation{networks}
10\citation{sla}
11\citation{sgi}
12\citation{colt}
13\citation{ecocooling}
14\citation{GreenCloud}
15\citation{CloudSim}
16\citation{DCSG}
17\@writefile{toc}{\contentsline {section}{\numberline {2}Related Work}{3}}
18\citation{GSSIM}
19\@writefile{toc}{\contentsline {section}{\numberline {3}DCWoRMS}{5}}
20\citation{GWF}
21\citation{SLURM}
22\citation{TORQUE}
23\citation{Ghislain}
24\@writefile{lof}{\contentsline {figure}{\numberline {1}{\ignorespaces  DCWoRMS architecture}}{6}}
25\newlabel{fig:arch}{{1}{6}}
26\@writefile{toc}{\contentsline {subsection}{\numberline {3.1}Architecture}{6}}
27\@writefile{toc}{\contentsline {subsection}{\numberline {3.2}Workload modeling}{6}}
28\@writefile{toc}{\contentsline {subsection}{\numberline {3.3}Resource modeling}{7}}
29\@writefile{lof}{\contentsline {figure}{\numberline {2}{\ignorespaces  Levels of information about jobs}}{8}}
30\newlabel{fig:jobsStructure}{{2}{8}}
31\citation{GSSIM_Energy}
32\@writefile{toc}{\contentsline {subsection}{\numberline {3.4}Energy management concept in DCWoRMS}{9}}
33\@writefile{toc}{\contentsline {subsubsection}{\numberline {3.4.1}Power management}{9}}
34\@writefile{lof}{\contentsline {figure}{\numberline {3}{\ignorespaces  Power consumption modeling}}{10}}
35\newlabel{fig:powerModel}{{3}{10}}
36\@writefile{toc}{\contentsline {paragraph}{\textbf  {Power profile}}{10}}
37\@writefile{toc}{\contentsline {paragraph}{\textbf  {Power consumption model}}{10}}
38\@writefile{toc}{\contentsline {paragraph}{\textbf  {Power management interface}}{10}}
39\@writefile{toc}{\contentsline {subsubsection}{\numberline {3.4.2}Air throughput management concept}{11}}
40\@writefile{toc}{\contentsline {paragraph}{\textbf  {Air throughput profile}}{11}}
41\@writefile{toc}{\contentsline {paragraph}{\textbf  {Air throughput model}}{11}}
42\@writefile{toc}{\contentsline {paragraph}{\textbf  {Air throughput management interface}}{11}}
43\@writefile{lof}{\contentsline {figure}{\numberline {4}{\ignorespaces  Air throughput modeling}}{12}}
44\newlabel{fig:airModel}{{4}{12}}
45\@writefile{toc}{\contentsline {subsubsection}{\numberline {3.4.3}Thermal management concept}{12}}
46\@writefile{toc}{\contentsline {paragraph}{\textbf  {Thermal profile}}{12}}
47\@writefile{toc}{\contentsline {paragraph}{\textbf  {Temperature estimation model}}{12}}
48\@writefile{toc}{\contentsline {paragraph}{\textbf  {Thermal resource management interface}}{12}}
49\@writefile{lof}{\contentsline {figure}{\numberline {5}{\ignorespaces  Temperature estimation modeling}}{13}}
50\newlabel{fig:tempModel}{{5}{13}}
51\@writefile{toc}{\contentsline {subsection}{\numberline {3.5}Application performance modeling}{13}}
52\newlabel{sec:apps}{{3.5}{13}}
53\@writefile{toc}{\contentsline {section}{\numberline {4}Modeling of energy efficiency in DCWoRMS}{14}}
54\newlabel{eq:E}{{1}{14}}
55\@writefile{toc}{\contentsline {subsection}{\numberline {4.1}Power consumption models}{15}}
56\newlabel{sec:power}{{4.1}{15}}
57\newlabel{eq:ohm-law}{{2}{15}}
58\newlabel{fig:power}{{4.1}{16}}
59\@writefile{lof}{\contentsline {figure}{\numberline {6}{\ignorespaces Average power usage with regard to CPU frequency\\ \textbf  {Tests}: Linpack (\emph  {green}), Abinit (\emph  {purple}), Namd (\emph  {blue}) and Cpuburn (\emph  {red}). \\ }}{16}}
60\@writefile{lof}{\contentsline {figure}{\numberline {7}{\ignorespaces  Power in time for highest frequency}}{16}}
61\newlabel{fig:fans_P}{{7}{16}}
62\newlabel{eq:static}{{3}{17}}
63\newlabel{eq:load}{{4}{17}}
64\newlabel{eq:app}{{5}{17}}
65\@writefile{toc}{\contentsline {subsection}{\numberline {4.2}Air throughput models}{17}}
66\newlabel{sec:air}{{4.2}{17}}
67\@writefile{lof}{\contentsline {figure}{\numberline {8}{\ignorespaces  Temperature in time for highest frequency}}{18}}
68\newlabel{fig:tempModel}{{8}{18}}
69\@writefile{toc}{\contentsline {subsection}{\numberline {4.3}Thermal models}{18}}
70\newlabel{sec:thermal}{{4.3}{18}}
71\@writefile{toc}{\contentsline {section}{\numberline {5}Experiments and evaluation}{19}}
72\newlabel{sec:experiments}{{5}{19}}
73\@writefile{toc}{\contentsline {subsection}{\numberline {5.1}Testbed description}{19}}
74\@writefile{lot}{\contentsline {table}{\numberline {1}{\ignorespaces  RECS system configuration}}{19}}
75\newlabel{testBed}{{1}{19}}
76\@writefile{toc}{\contentsline {subsection}{\numberline {5.2}Evaluated applications}{20}}
77\@writefile{toc}{\contentsline {subsection}{\numberline {5.3}Methodology}{20}}
78\@writefile{lot}{\contentsline {table}{\numberline {2}{\ignorespaces  Workload characteristics}}{21}}
79\newlabel{workloadCharacteristics}{{2}{21}}
80\@writefile{toc}{\contentsline {subsection}{\numberline {5.4}Computational analysis}{21}}
81\@writefile{toc}{\contentsline {subsubsection}{\numberline {5.4.1}Random approach}{22}}
82\@writefile{lof}{\contentsline {figure}{\numberline {9}{\ignorespaces  Random strategy}}{22}}
83\newlabel{fig:70r}{{9}{22}}
84\@writefile{lof}{\contentsline {figure}{\numberline {10}{\ignorespaces  Random + switching off unused nodes strategy}}{23}}
85\newlabel{fig:70rnpm}{{10}{23}}
86\@writefile{toc}{\contentsline {subsubsection}{\numberline {5.4.2}Energy optimization}{23}}
87\@writefile{lot}{\contentsline {table}{\numberline {3}{\ignorespaces  Measured power of testbed nodes in idle state}}{24}}
88\newlabel{idlePower}{{3}{24}}
89\@writefile{lof}{\contentsline {figure}{\numberline {11}{\ignorespaces  Energy usage optimization strategy}}{24}}
90\newlabel{fig:70eo}{{11}{24}}
91\@writefile{lof}{\contentsline {figure}{\numberline {12}{\ignorespaces  Energy usage optimization + switching off unused nodes strategy}}{25}}
92\newlabel{fig:70eonpm}{{12}{25}}
93\@writefile{toc}{\contentsline {subsubsection}{\numberline {5.4.3}Frequency scaling}{26}}
94\@writefile{lof}{\contentsline {figure}{\numberline {13}{\ignorespaces  Frequency downgrading strategy}}{26}}
95\newlabel{fig:70dfs}{{13}{26}}
96\@writefile{lof}{\contentsline {figure}{\numberline {14}{\ignorespaces  Schedules obtained for Random strategy (left) and DFS strategy (right) for 10\% of system load}}{27}}
97\newlabel{fig:dfsComp}{{14}{27}}
98\@writefile{lot}{\contentsline {table}{\numberline {4}{\ignorespaces  Energy usage [kWh] for different level of system load. R - Random, R+NPM - Random + node power management, EO - Energy optimization, EO+NPM - Energy optimization + node power management, DFS - Dynamic Frequency Scaling}}{27}}
99\newlabel{loadEnergy}{{4}{27}}
100\@writefile{lot}{\contentsline {table}{\numberline {5}{\ignorespaces  Makespan [s] for different level of system load. R - Random, R+NPM - Random + node power management, EO - Energy optimization, EO+NPM - Energy optimization + node power management, DFS - Dynamic Frequency Scaling}}{28}}
101\newlabel{loadMakespan}{{5}{28}}
102\@writefile{toc}{\contentsline {section}{\numberline {6}DCWoRMS application/use cases}{28}}
103\newlabel{sec:coolemall}{{6}{28}}
104\bibcite{fit4green}{{1}{}{{}}{{}}}
105\@writefile{toc}{\contentsline {section}{\numberline {7}Conclusions and future work}{29}}
106\newlabel{}{{7}{29}}
107\bibcite{CloudSim}{{2}{}{{}}{{}}}
108\bibcite{DCSG}{{3}{}{{}}{{}}}
109\bibcite{DCD_Romonet}{{4}{}{{}}{{}}}
110\bibcite{networks}{{5}{}{{}}{{}}}
111\bibcite{Ghislain}{{6}{}{{}}{{}}}
112\bibcite{games}{{7}{}{{}}{{}}}
113\bibcite{GreenCloud}{{8}{}{{}}{{}}}
114\bibcite{sla}{{9}{}{{}}{{}}}
115\bibcite{GSSIM}{{10}{}{{}}{{}}}
116\bibcite{GSSIM_Energy}{{11}{}{{}}{{}}}
117\bibcite{hintemann}{{12}{}{{}}{{}}}
118\bibcite{koomey}{{13}{}{{}}{{}}}
119\bibcite{GWF}{{14}{}{{}}{{}}}
120\bibcite{SLURM}{{15}{}{{}}{{}}}
121\bibcite{SWF}{{16}{}{{}}{{}}}
122\bibcite{TORQUE}{{17}{}{{}}{{}}}
123\bibcite{colt}{{18}{}{{}}{{}}}
124\bibcite{coolemall}{{19}{}{{}}{{}}}
125\bibcite{ecocooling}{{20}{}{{}}{{}}}
126\bibcite{montblanc}{{21}{}{{}}{{}}}
127\bibcite{pue}{{22}{}{{}}{{}}}
128\bibcite{sgi}{{23}{}{{}}{{}}}
129\providecommand\NAT@force@numbers{}\NAT@force@numbers
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