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-rw-r--r--build/main.aux23
-rw-r--r--build/main.fdb_latexmk44
-rw-r--r--build/main.fls17
-rw-r--r--build/main.log123
-rw-r--r--build/main.nav10
-rw-r--r--build/main.pdfbin5993194 -> 42269818 bytes
-rw-r--r--build/main.synctex.gzbin62283 -> 62246 bytes
-rw-r--r--indent.log2
-rw-r--r--main.tex22
-rw-r--r--style/style.tex4
10 files changed, 121 insertions, 124 deletions
diff --git a/build/main.aux b/build/main.aux
index aa0e649..6d4d5f6 100644
--- a/build/main.aux
+++ b/build/main.aux
@@ -35,10 +35,12 @@
\citation{DBLP:conf/ccgrid/MastenbroekAJLB21}
\@writefile{nav}{\headcommand {\slideentry {0}{0}{8}{8/8}{}{0}}}
\@writefile{nav}{\headcommand {\beamer@framepages {8}{8}}}
+\citation{DBLP:conf/sc/TaheriBPRHDEWPM24}
\@writefile{nav}{\headcommand {\slideentry {0}{0}{9}{9/9}{}{0}}}
\@writefile{nav}{\headcommand {\beamer@framepages {9}{9}}}
\@writefile{nav}{\headcommand {\slideentry {0}{0}{10}{10/10}{}{0}}}
\@writefile{nav}{\headcommand {\beamer@framepages {10}{10}}}
+\citation{DBLP:journals/corr/IosupKLVG22}
\@writefile{nav}{\headcommand {\slideentry {0}{0}{11}{11/11}{}{0}}}
\@writefile{nav}{\headcommand {\beamer@framepages {11}{11}}}
\bibstyle{is-plain}
@@ -67,22 +69,17 @@
\@writefile{nav}{\headcommand {\beamer@framepages {12}{14}}}
\@writefile{nav}{\headcommand {\slideentry {0}{0}{12}{12/15}{}{0}}}
\@writefile{nav}{\headcommand {\beamer@framepages {12}{15}}}
-\citation{DBLP:journals/corr/IosupKLVG22}
-\citation{DBLP:conf/acsos/TalluriOVTI21}
-\citation{DBLP:journals/corr/IosupKLVG22}
+\citation{DBLP:journals/computer/AthavaleBBMMPS24}
+\citation{DBLP:conf/cirp/TAO2018169}
\@writefile{nav}{\headcommand {\slideentry {0}{0}{13}{16/16}{}{0}}}
\@writefile{nav}{\headcommand {\beamer@framepages {16}{16}}}
+\citation{DBLP:report/AnnualOutageAnalysis2025}
\citation{DBLP:journals/computer/AthavaleBBMMPS24}
-\citation{DBLP:conf/cirp/TAO2018169}
\@writefile{nav}{\headcommand {\slideentry {0}{0}{14}{17/17}{}{0}}}
\@writefile{nav}{\headcommand {\beamer@framepages {17}{17}}}
-\citation{DBLP:report/AnnualOutageAnalysis2025}
-\citation{DBLP:journals/computer/AthavaleBBMMPS24}
-\@writefile{nav}{\headcommand {\slideentry {0}{0}{15}{18/18}{}{0}}}
-\@writefile{nav}{\headcommand {\beamer@framepages {18}{18}}}
-\@writefile{nav}{\headcommand {\beamer@partpages {1}{18}}}
-\@writefile{nav}{\headcommand {\beamer@subsectionpages {1}{18}}}
-\@writefile{nav}{\headcommand {\beamer@sectionpages {1}{18}}}
-\@writefile{nav}{\headcommand {\beamer@documentpages {18}}}
+\@writefile{nav}{\headcommand {\beamer@partpages {1}{17}}}
+\@writefile{nav}{\headcommand {\beamer@subsectionpages {1}{17}}}
+\@writefile{nav}{\headcommand {\beamer@sectionpages {1}{17}}}
+\@writefile{nav}{\headcommand {\beamer@documentpages {17}}}
\@writefile{nav}{\headcommand {\gdef \inserttotalframenumber {11}}}
-\gdef \@abspage@last{18}
+\gdef \@abspage@last{17}
diff --git a/build/main.fdb_latexmk b/build/main.fdb_latexmk
index a7d50c4..74ad7c9 100644
--- a/build/main.fdb_latexmk
+++ b/build/main.fdb_latexmk
@@ -1,13 +1,13 @@
# Fdb version 4
-["bibtex build/main"] 1782310727.36566 "build/main.aux" "build/main.bbl" "build/main" 1782314243.91616 0
- "./main.bib" 1781119362.6891 32876 5e1eedec56d981b65e768a05f0692d62 ""
+["bibtex build/main"] 1782393210.7651 "build/main.aux" "build/main.bbl" "build/main" 1782393885.69642 0
+ "./main.bib" 1782390095.79447 32876 5e1eedec56d981b65e768a05f0692d62 ""
"/usr/share/texmf-dist/bibtex/bst/is-bst/is-plain.bst" 1775415801 37711 8712640e4301c9b53f91a39ab688edfe ""
- "build/main.aux" 1782314243.75337 5389 e814346de45cb71b0425e07361f5e0fb "pdflatex"
+ "build/main.aux" 1782393885.53102 5219 e08983ba19296f17d98c7ebbba187735 "pdflatex"
(generated)
"build/main.bbl"
"build/main.blg"
(rewritten before read)
-["pdflatex"] 1782314241.44964 "main.tex" "build/main.pdf" "main" 1782314243.91636 0
+["pdflatex"] 1782393881.27534 "main.tex" "build/main.pdf" "main" 1782393885.69662 0
"/usr/share/texmf-dist/fonts/enc/dvips/base/8r.enc" 1775415801 4850 80dc9bab7f31fb78a000ccfed0e27cab ""
"/usr/share/texmf-dist/fonts/enc/dvips/fontawesome5/fa5free1.enc" 1775415801 3042 0e2b14b9be7d01075a4c4591d5d1781b ""
"/usr/share/texmf-dist/fonts/enc/dvips/inconsolata/i4-t1-0.enc" 1775415801 7631 5169ff1acd97ff1c4ab83563c99f96f4 ""
@@ -287,6 +287,7 @@
"/usr/share/texmf-dist/tex/latex/tools/array.sty" 1775415801 15651 9d7c62df82cb29a555c00550babfe364 ""
"/usr/share/texmf-dist/tex/latex/tools/enumerate.sty" 1775415801 3468 f21ceb3448a22fec45299f924e7fc48b ""
"/usr/share/texmf-dist/tex/latex/tools/verbatim.sty" 1775415801 7532 26d26e9d8f2ca784270d5da8ec7d102b ""
+ "/usr/share/texmf-dist/tex/latex/tools/xspace.sty" 1775415801 4545 d7bb86d489a8ad5263e4c34304c03aee ""
"/usr/share/texmf-dist/tex/latex/translator/translator-basic-dictionary-English.dict" 1775415801 3535 7dc96051305a7e943219126c49c44cd6 ""
"/usr/share/texmf-dist/tex/latex/translator/translator-bibliography-dictionary-English.dict" 1775415801 903 c6d17f0656e9e1abb172b4faebabd617 ""
"/usr/share/texmf-dist/tex/latex/translator/translator-environment-dictionary-English.dict" 1775415801 433 bfb8d1c2c020defd2de8e5c276710094 ""
@@ -302,24 +303,23 @@
"/usr/share/texmf-dist/web2c/texmf.cnf" 1782309486.02386 43597 f6fd4145c44a9986808f878034f9e654 ""
"/var/lib/texmf/fonts/map/pdftex/updmap/pdftex.map" 1780237389 5385779 47c0c393a77fd4a098bacfd57d66b88a ""
"/var/lib/texmf/web2c/pdftex/pdflatex.fmt" 1782309524 2328190 1041c6c90b782be34a6cf125fe377f40 ""
- "build/main.aux" 1782314243.75337 5389 e814346de45cb71b0425e07361f5e0fb "pdflatex"
- "build/main.bbl" 1782310727.42825 8673 335dbf4c8f62392e0b70f0add385a279 "bibtex build/main"
- "build/main.nav" 1782314243.75437 1853 736fbaf0126bafd9e7445f1462372559 "pdflatex"
- "build/main.out" 1782314241.94108 0 d41d8cd98f00b204e9800998ecf8427e "pdflatex"
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- "images/dt_timeline.pdf" 1781033378.83544 277735 13f78509d63b3e800ed0101349139483 ""
- "images/implementation.png" 1782310398.62139 1379542 54739fafabe303dcc16886f78edec2b1 ""
- "images/manageability.pdf" 1781026281.55976 275244 e8fcf5d84108e954279a1e538263aab4 ""
- "images/predictive_analytics.pdf" 1782305413.07306 335776 12df13eddddec6f331f31a0089b2bfa0 ""
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- "images/ref_architecture.pdf" 1782310473.37145 701172 513ee471d832ef3ba578972afc00e611 ""
- "images/system_model2.pdf" 1782313942.63383 43486 55fb02d8e7a28311b332a43f1fd4e4dd ""
- "images/table.tex" 1782054172.48395 4995 288f66be57b9a9fa764c677bad26ce37 ""
- "images/vu-logo.png" 1781010929.85668 10449 ae204138961425683f3b9a1cfd88554a ""
- "main.tex" 1782314240.24309 14224 f27d1c8f99e7718243af16f895424348 ""
- "style/style.tex" 1782308838.25033 2568 b493915cd9362cb0148ab77563da8eb4 ""
+ "build/main.aux" 1782393885.53102 5219 e08983ba19296f17d98c7ebbba187735 "pdflatex"
+ "build/main.bbl" 1782393210.80511 8673 335dbf4c8f62392e0b70f0add385a279 "bibtex build/main"
+ "build/main.nav" 1782393885.53236 1760 cad97644f943fdb45f1019c4a49cd162 "pdflatex"
+ "build/main.out" 1782393881.92712 0 d41d8cd98f00b204e9800998ecf8427e "pdflatex"
+ "images/23_Jun_2026_102028.pdf" 1782391723.82568 12607 a159742aca575be4b361dcd11784f215 ""
+ "images/datacenter_complexity.png" 1782391723.83381 23450656 53c9a0fbef96afde3b51de781fe9622a ""
+ "images/digital_twin_ms.pdf" 1782391723.83524 174463 377f3c625c4f63c8c509df84e9b2bf36 ""
+ "images/dt_timeline.pdf" 1782391723.83535 277735 13f78509d63b3e800ed0101349139483 ""
+ "images/implementation.png" 1782391723.83593 1435257 36b534ec7afb9f55c32a5f013616f930 ""
+ "images/predictive_analytics.pdf" 1782391723.83681 335776 12df13eddddec6f331f31a0089b2bfa0 ""
+ "images/predictive_analyticsv3.pdf" 1782391723.83732 95062 f26da3d63ba0abdccded60740738ca34 ""
+ "images/ref_architecture.pdf" 1782391723.83762 698876 7ada8284e1e5f4996cf4da1eb13e67ec ""
+ "images/system_model2.pdf" 1782391723.83964 43486 55fb02d8e7a28311b332a43f1fd4e4dd ""
+ "images/table.tex" 1782391723.83969 4995 288f66be57b9a9fa764c677bad26ce37 ""
+ "images/vu-logo.png" 1782391723.83973 10449 ae204138961425683f3b9a1cfd88554a ""
+ "main.tex" 1782393881.53611 14332 2b047b5fca7aab7bbb1968e45fefba7e ""
+ "style/style.tex" 1782393535.41703 2618 9d7f385be079233e93c5a9c9d95447a1 ""
(generated)
"build/main.aux"
"build/main.log"
diff --git a/build/main.fls b/build/main.fls
index e61f4a2..dbd0938 100644
--- a/build/main.fls
+++ b/build/main.fls
@@ -346,6 +346,8 @@ INPUT /usr/share/texmf-dist/tex/latex/xkeyval/xkeyval.sty
INPUT /usr/share/texmf-dist/tex/latex/xkeyval/xkeyval.sty
INPUT /usr/share/texmf-dist/tex/generic/xkeyval/xkeyval.tex
INPUT /usr/share/texmf-dist/tex/generic/xkeyval/xkvutils.tex
+INPUT /usr/share/texmf-dist/tex/latex/tools/xspace.sty
+INPUT /usr/share/texmf-dist/tex/latex/tools/xspace.sty
INPUT /usr/share/texmf-dist/tex/latex/tcolorbox/tcolorbox.sty
INPUT /usr/share/texmf-dist/tex/latex/tcolorbox/tcolorbox.sty
INPUT /usr/share/texmf-dist/tex/latex/pgf/frontendlayer/tikz.sty
@@ -666,11 +668,11 @@ INPUT /usr/share/texmf-dist/fonts/tfm/adobe/helvetic/phvr8t.tfm
INPUT /usr/share/texmf-dist/fonts/tfm/adobe/helvetic/phvro8t.tfm
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INPUT /usr/share/texmf-dist/fonts/tfm/adobe/helvetic/phvro8t.tfm
-INPUT ./images/datacenter_complexity.pdf
-INPUT ./images/datacenter_complexity.pdf
-INPUT ./images/datacenter_complexity.pdf
-INPUT ./images/datacenter_complexity.pdf
-INPUT ./images/datacenter_complexity.pdf
+INPUT ./images/datacenter_complexity.png
+INPUT ./images/datacenter_complexity.png
+INPUT ./images/datacenter_complexity.png
+INPUT ./images/datacenter_complexity.png
+INPUT ./images/datacenter_complexity.png
INPUT /usr/share/texmf-dist/fonts/tfm/adobe/helvetic/phvb8t.tfm
INPUT ./images/vu-logo.png
INPUT ./images/vu-logo.png
@@ -776,11 +778,6 @@ INPUT ./images/vu-logo.png
INPUT build/main.bbl
INPUT build/main.bbl
INPUT build/main.bbl
-INPUT ./images/manageability.pdf
-INPUT ./images/manageability.pdf
-INPUT ./images/manageability.pdf
-INPUT ./images/manageability.pdf
-INPUT ./images/manageability.pdf
INPUT ./images/dt_timeline.pdf
INPUT ./images/dt_timeline.pdf
INPUT ./images/dt_timeline.pdf
diff --git a/build/main.log b/build/main.log
index de6e373..60e4060 100644
--- a/build/main.log
+++ b/build/main.log
@@ -1,4 +1,4 @@
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+This is pdfTeX, Version 3.141592653-2.6-1.40.29 (TeX Live 2026/Arch Linux) (preloaded format=pdflatex 2026.6.24) 25 JUN 2026 15:24
entering extended mode
\write18 enabled.
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File: xkeyval.tex 2014/12/03 v2.7a key=value parser (HA)
))
\zifour@ocount=\count370
+) (/usr/share/texmf-dist/tex/latex/tools/xspace.sty
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) (/usr/share/texmf-dist/tex/latex/tcolorbox/tcolorbox.sty
Package: tcolorbox 2025/11/28 version 6.9.0 text color boxes
(/usr/share/texmf-dist/tex/latex/pgf/frontendlayer/tikz.sty (/usr/share/texmf-dist/tex/latex/pgf/basiclayer/pgf.sty
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Package: pgfcomp-version-0-65 2025-08-29 v3.1.11a (3.1.11a)
\pgf@nodesepstart=\dimen340
\pgf@nodesepend=\dimen341
-) (/usr/share/texmf-dist/tex/latex/pgf/compatibility/pgfcomp-version-1-18.sty
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+File: images/datacenter_complexity.png Graphic file (type png)
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+ <./images/vu-logo.png> <./images/datacenter_complexity.png>]
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File: images/vu-logo.png Graphic file (type png)
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diff --git a/build/main.nav b/build/main.nav
index 0b1d860..26cc246 100644
--- a/build/main.nav
+++ b/build/main.nav
@@ -32,10 +32,8 @@
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diff --git a/build/main.pdf b/build/main.pdf
index 1f7709e..9e4966b 100644
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+++ b/build/main.pdf
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diff --git a/build/main.synctex.gz b/build/main.synctex.gz
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diff --git a/indent.log b/indent.log
index 1fb4967..cc4ae90 100644
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+++ b/indent.log
@@ -1,6 +1,6 @@
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diff --git a/main.tex b/main.tex
index 909d14c..2ff5706 100644
--- a/main.tex
+++ b/main.tex
@@ -50,7 +50,7 @@
\begin{tcolorbox}[title=Research Question 3]
% no "and validate?"
- How to evaluate a datacenter digital twin architecture in relation to system requirements?
+ How to validate and evaluate a datacenter digital twin architecture in relation to system requirements?
\end{tcolorbox}
\end{frame}
@@ -99,7 +99,7 @@
% Change to Datacenter (Physical Twin)
\includegraphics[width=1.15\textwidth]{images/ref_architecture.pdf}
\end{center}
- \vspace{-0.2cm}
+ \vspace{-0.15cm}
\tiny
\textbf{Figure 1.4:} The predictive datacenter digital twin reference architecture.
The architecture was designed with the \emph{AtLarge Design Process}~\cite{DBLP:conf/icdcs/IosupVTETBFMT19}.
@@ -108,13 +108,13 @@
\hspace{0.8cm}
\begin{minipage}[b]{0.45\linewidth}
\begin{center}
- \includegraphics[width=1.15\linewidth]{images/implementation.png}
+ \includegraphics[width=1.17\linewidth]{images/implementation.png}
\end{center}
\vspace{-0.2cm}
\tiny
\textbf{Figure 1.5:} The prototype components based on \textbf{Figure 1.4}.
The time-series data flows first to the \texttt{Grafana} dashboard, \texttt{PostgreSQL} database and \texttt{Redis} cache~\cite{DBLP:conf/sc/TaheriBPRHDEWPM24}.
- \vspace{0.2cm}
+ \vspace{0.1cm}
\end{minipage}
% We decided to use discrete-event simulation, as opposed to computational fluid dynamics because of the high overheads of development time needed for CFD.
@@ -158,10 +158,9 @@
%If we had that in, we can reach these kinds of gains.
% @Mateusz there is really not a possibility to incorporate CINECA's models, so to address Dante's feedback, I created this experiment.
- \begin{tcolorbox}[title=Failure Detection: Main Finding I]
- On average, \emph{Sunfish} can detect 14.5\% of unexpected failures in the physical twin.
- We show, that digital twinning \emph{can} be used for failure detection.
-
+ \begin{tcolorbox}[title=Validation]
+ We posit digital twinning can be used for failure detection to the benefit of DC operators.
+ We validate our system against DyTwin~\cite{DBLP:conf/sc/TaheriBPRHDEWPM24} designed by Milojicic \etal to show we achieve similar results.
\end{tcolorbox}
\begin{minipage}[b]{0.45\linewidth}
\begin{center}
@@ -178,8 +177,9 @@
\end{frame}
\begin{frame}\frametitle{\textbf{RQ3}: Experimental Results II}
- \begin{tcolorbox}[title=Scheduling Optimization: Main Finding II]
- Here explain what did you find.
+ \begin{tcolorbox}[title=Evaluation]
+ Predictive analytics is core to digital twinning. We evaluate our system against the requirements (extra slides) by predicting an optimal scheduling policy.
+ During runtime, we make dynamic adjustments to the physical twin, if the scheduling results differ.
\end{tcolorbox}
\end{frame}
@@ -199,7 +199,7 @@
Our contributions are: a thorough literature survey with a system model, a DCDT reference architecture, and prototype-based experiments via a novel evaluation method.
\end{tcolorbox}
- \begin{tcolorbox}[colbacktitle=red!70!black, colback=red!20!white,title=What did we find?]
+ \begin{tcolorbox}[title=What did we find?]
\emph{Sunfish} is able to detect around 20\% of unexpected failures based on discrete-event predictions, and can predict the most efficient scheduling policies for given workloads.
\end{tcolorbox}
% Mandatory to mention here the future work that you see happening.
diff --git a/style/style.tex b/style/style.tex
index 36caa33..d7e4e72 100644
--- a/style/style.tex
+++ b/style/style.tex
@@ -1,6 +1,8 @@
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\usepackage[dvipsnames]{xcolor}
-\usepackage{helvet, textpos, stix, caption, booktabs, array, lipsum, fontawesome5, circledsteps, url, inconsolata, amsmath, amssymb}
+\usepackage{helvet, textpos, stix, caption, booktabs, array, lipsum, fontawesome5, circledsteps, url, inconsolata, amsmath, amssymb, xspace}
+
+\newcommand{\etal}{\emph{et~al.}\xspace}
\newcommand\myCircled[2][]{\ifmmode
\Circled[fill color=black,inner color=white,#1]{\mathsf{#2}}