From e7ea2f53d856f0329fd133b3c7c4658560af56aa Mon Sep 17 00:00:00 2001
From: mjkwiatkowski <mati.rewa@gmail.com>
Date: Mon, 15 Jun 2026 13:39:34 +0200
Subject: feat: finished the Problem Statement (slides 1-4)

---
 main.tex | 12 +++++++-----
 1 file changed, 7 insertions(+), 5 deletions(-)

(limited to 'main.tex')

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}
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