feat: finished the Problem Statement (slides 1-4)

8 files changed, 200 insertions, 130 deletions

diff --git a/build/main.fdb_latexmk b/build/main.fdb_latexmk
index cd95d8a..5d70d76 100644
--- a/build/main.fdb_latexmk
+++ b/build/main.fdb_latexmk
@@ -1,13 +1,13 @@
 # Fdb version 4
-["bibtex build/main"] 1781165905.32222 "build/main.aux" "build/main.bbl" "build/main" 1781521370.35846 0
+["bibtex build/main"] 1781165905.32222 "build/main.aux" "build/main.bbl" "build/main" 1781523528.8673 0
   "./main.bib" 1781119362.6891 32876 5e1eedec56d981b65e768a05f0692d62 ""
   "/usr/share/texmf-dist/bibtex/bst/is-bst/is-plain.bst" 1775415801 37711 8712640e4301c9b53f91a39ab688edfe ""
-  "build/main.aux" 1781521370.17051 4800 4594825ce0baa5ca0ea560ffac938808 "pdflatex"
+  "build/main.aux" 1781523528.74076 4800 4594825ce0baa5ca0ea560ffac938808 "pdflatex"
   (generated)
   "build/main.bbl"
   "build/main.blg"
   (rewritten before read)
-["pdflatex"] 1781521368.74597 "main.tex" "build/main.pdf" "main" 1781521370.35863 0
+["pdflatex"] 1781523527.62272 "main.tex" "build/main.pdf" "main" 1781523528.86742 0
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   "/usr/share/texmf-dist/fonts/enc/dvips/cm-super/cm-super-t1.enc" 1775415801 2971 def0b6c1f0b107b3b936def894055589 ""
   "/usr/share/texmf-dist/fonts/enc/dvips/fontawesome5/fa5free1.enc" 1775415801 3042 0e2b14b9be7d01075a4c4591d5d1781b ""
@@ -46,6 +46,7 @@
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   "/usr/share/texmf-dist/fonts/type1/public/stix/stix-mathscr.pfb" 1775415801 49105 9eedb6cab5411e388fea9002bbf95a72 ""
+  "/usr/share/texmf-dist/fonts/type1/public/stix/stix-mathsf.pfb" 1775415801 41655 e7591451a427b4270d35622721b08f6a ""
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@@ -199,6 +200,7 @@
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   "/usr/share/texmf-dist/tex/latex/caption/caption3.sty" 1775415801 72619 ee90b6612147680fd73c3b1406a74245 ""
+  "/usr/share/texmf-dist/tex/latex/circledsteps/circledsteps.sty" 1775415801 5295 392d0374d5c5784524796b2fbec84000 ""
   "/usr/share/texmf-dist/tex/latex/environ/environ.sty" 1775415801 4378 f429f0da968c278653359293040a8f52 ""
   "/usr/share/texmf-dist/tex/latex/epstopdf-pkg/epstopdf-base.sty" 1775415801 13886 d1306dcf79a944f6988e688c1785f9ce ""
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@@ -251,6 +253,10 @@
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   "/usr/share/texmf-dist/tex/latex/pgf/utilities/xxcolor.sty" 1775415801 2232 b9a67bccba736ed334b4b1a860a85c6f ""
+  "/usr/share/texmf-dist/tex/latex/pict2e/p2e-pdftex.def" 1775415801 1168 efb94e82cc1584d4f62679f3487b5339 ""
+  "/usr/share/texmf-dist/tex/latex/pict2e/pict2e.cfg" 1775415801 1920 2185073db458618f4a8a794158cf3681 ""
+  "/usr/share/texmf-dist/tex/latex/pict2e/pict2e.sty" 1775415801 30933 ccdcd551eb516817cc8f41862254e6e7 ""
+  "/usr/share/texmf-dist/tex/latex/picture/picture.sty" 1775415801 6308 29b5a552886b4cab1b7e2ca5b8ac636f ""
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@@ -302,10 +308,10 @@
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-  "build/main.aux" 1781521370.17051 4800 4594825ce0baa5ca0ea560ffac938808 "pdflatex"
+  "build/main.aux" 1781523528.74076 4800 4594825ce0baa5ca0ea560ffac938808 "pdflatex"
   "build/main.bbl" 1781165905.36641 7385 ebb376ed26be34664c64306358b7ab86 "bibtex build/main"
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-  "build/main.out" 1781521369.43151 0 d41d8cd98f00b204e9800998ecf8427e "pdflatex"
+  "build/main.nav" 1781523528.74169 1760 0497853dad1680cb2224b7bec4ebb0e2 "pdflatex"
+  "build/main.out" 1781523528.13019 0 d41d8cd98f00b204e9800998ecf8427e "pdflatex"
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   "images/dt_timeline.pdf" 1781033378.83544 277735 13f78509d63b3e800ed0101349139483 ""
@@ -313,8 +319,8 @@
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-  "main.tex" 1781521367.42451 6511 e1b354352a705e0ecc8088340ae353da ""
-  "style/style.tex" 1781285652.93706 2105 6f725e183c8dbcf9e8faa28e384456ad ""
+  "main.tex" 1781523525.77143 7262 f028f1ae6ce0a91be07a4bd2099ae83b ""
+  "style/style.tex" 1781523269.74225 2494 96be8d8f63aef4c8d1a07080ed23f0ef ""
   (generated)
   "build/main.aux"
   "build/main.log"
diff --git a/build/main.fls b/build/main.fls
index 32f6991..11edf3e 100644
--- a/build/main.fls
+++ b/build/main.fls
@@ -355,6 +355,18 @@ INPUT /usr/share/texmf-dist/tex/latex/fontawesome5/fontawesome5-generic-helper.s
 INPUT /usr/share/texmf-dist/tex/latex/fontawesome5/fontawesome5-generic-helper.sty
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 INPUT /usr/share/texmf-dist/tex/latex/fontawesome5/fontawesome5-mapping.def
+INPUT /usr/share/texmf-dist/tex/latex/circledsteps/circledsteps.sty
+INPUT /usr/share/texmf-dist/tex/latex/circledsteps/circledsteps.sty
+INPUT /usr/share/texmf-dist/tex/latex/pict2e/pict2e.sty
+INPUT /usr/share/texmf-dist/tex/latex/pict2e/pict2e.sty
+INPUT /usr/share/texmf-dist/tex/latex/pict2e/pict2e.cfg
+INPUT /usr/share/texmf-dist/tex/latex/pict2e/pict2e.cfg
+INPUT /usr/share/texmf-dist/tex/latex/pict2e/pict2e.cfg
+INPUT /usr/share/texmf-dist/tex/latex/pict2e/p2e-pdftex.def
+INPUT /usr/share/texmf-dist/tex/latex/pict2e/p2e-pdftex.def
+INPUT /usr/share/texmf-dist/tex/latex/pict2e/p2e-pdftex.def
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 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
@@ -678,6 +690,8 @@ INPUT ./images/vu-logo.png
 INPUT ./images/vu-logo.png
 INPUT ./images/vu-logo.png
 INPUT ./images/vu-logo.png
+INPUT /usr/share/texmf-dist/fonts/vf/adobe/helvetic/phvro8t.vf
+INPUT /usr/share/texmf-dist/fonts/tfm/adobe/helvetic/phvro8r.tfm
 INPUT /usr/share/texmf-dist/fonts/enc/dvips/fontawesome5/fa5free1.enc
 INPUT ./images/vu-logo.png
 INPUT ./images/vu-logo.png
@@ -710,8 +724,6 @@ INPUT build/main.bbl
 INPUT build/main.bbl
 INPUT build/main.bbl
 INPUT /usr/share/texmf-dist/fonts/tfm/jknappen/ec/ectt0800.tfm
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 INPUT ./images/manageability.pdf
 INPUT ./images/manageability.pdf
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 INPUT /usr/share/texmf-dist/fonts/type1/public/stix/stix-mathit.pfb
 INPUT /usr/share/texmf-dist/fonts/type1/public/stix/stix-mathscr.pfb
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 INPUT /usr/share/texmf-dist/fonts/type1/public/stix/stix-mathtt.pfb
 INPUT /usr/share/texmf-dist/fonts/type1/urw/helvetic/uhvb8a.pfb
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diff --git a/build/main.log b/build/main.log
index d7b86af..4aa92f6 100644
--- a/build/main.log
+++ b/build/main.log
@@ -1,4 +1,4 @@
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diff --git a/build/main.pdf b/build/main.pdf
index 9a2c69e..9a74ef1 100644
--- a/build/main.pdf
+++ b/build/main.pdf
diff --git a/build/main.synctex.gz b/build/main.synctex.gz
index 9eac6b4..16fd70b 100644
--- a/build/main.synctex.gz
+++ b/build/main.synctex.gz
diff --git a/indent.log b/indent.log
index 144f4ef..97d86f9 100644
--- a/indent.log
+++ b/indent.log
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+       Mon Jun 15 13:38:45 2026
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diff --git a/main.tex b/main.tex
index 1d3726c..f728e5d 100644
--- a/main.tex
+++ b/main.tex
@@ -19,7 +19,7 @@
 	Left to right: a Google datacenter, server racks, Ada Lovelace AD102 GPU architecture.
 \end{frame}
 
-\begin{frame}\frametitle{Problem Statement}
+\begin{frame}\frametitle{Problem Statement I}
 	\begin{tcolorbox}[title=We need tools to tackle datacenter complexity]
 		We need Datacenter Digital Twins (DCDT) to be better able to detect and solve issues in this critical infrastructure~\cite{DBLP:journals/computer/AthavaleBBMMPS24}.
 		However, DCDT's are still actively developed, and lack crucial features such as predictive analytics~\cite{DBLP:usdoe/report/AP26894} to \emph{e.g.,} prevent unexpected job failures.
@@ -27,16 +27,18 @@
 	\input{images/table.tex}
 \end{frame}
 
-\begin{frame}\frametitle{Background}
+\begin{frame}\frametitle{Problem Statement II}
 	\begin{tcolorbox}[title=Predictive Analytics]
-		\ipsum[1]
+		Predictive analytics use statistics to predict events in advance.
+		Almost any statistical model can be used for predictive analytics, but nowadays predictive analysis is mostly associated with Artificial Intelligence and Machine Learning (\emph{e.g.,} linear regression).
 	\end{tcolorbox}
 	\begin{center}
 		\includegraphics[width=0.7\linewidth]{images/predictive_analytics.pdf}
 	\end{center}
 	\tiny
-	\textbf{Figure 1.2:} Where does our work fit within the field of datacenter digital twinning? \textcolor{LimeGreen}{\faHighlighter~Highlighted areas are the contributions from this thesis.}
-
+	\textbf{Figure 1.2:} Where does our work fit within the field of datacenter digital twinning?
+	There are 5 core elements to any Digital Twin: \myCircled{A} The Digital $\rightarrow$ Physical Twin link, \myCircled{B} the Physical Twin (\emph{e.g.,} the datacenter), \myCircled{C} the Physical $\rightarrow$ Digital Twin link, \myCircled{D} the Digital Twin, \myCircled{E} the features necessary to any Digital Twin.
+	\textcolor{ForestGreen}{\faHighlighter~Highlighted areas are the contributions from this thesis, which include the autonomous actions resulting from predictive insights \myCircledGreen{A} and the predictive analysis itself within \myCircledGreen{E}.}
 \end{frame}
 
 \begin{frame}\frametitle{Research Questions}
diff --git a/style/style.tex b/style/style.tex
index ee1d111..59d2abb 100644
--- a/style/style.tex
+++ b/style/style.tex
@@ -1,6 +1,24 @@
 \usetheme{Rochester}
 \usepackage[dvipsnames]{xcolor}
-\usepackage{helvet, textpos, stix, caption, booktabs, array, ipsum, fontawesome5}
+\usepackage{helvet, textpos, stix, caption, booktabs, array, ipsum, fontawesome5, circledsteps}
+
+\newcommand\myCircled[2][]{\ifmmode
+		\Circled[fill color=black,inner color=white,#1]{\mathsf{#2}}
+	\else
+		\Circled[fill color=black,inner color=white,#1]{\sffamily#2}
+	\fi
+}
+
+
+\newcommand\myCircledGreen[2][]{\ifmmode
+		\Circled[fill color=ForestGreen,inner color=white,#1]{\mathsf{#2}}
+	\else
+		\Circled[fill color=ForestGreen,inner color=white,#1]{\sffamily#2}
+	\fi
+}
+
+
+
 \definecolor{atlarge-blue}{HTML}{0280c9}
 \usepackage[most]{tcolorbox}
 \title{\emph{Sunfish:} Enabling Predictive Analytics for Datacenters Through Digital Twinning}