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\begin{frame}\frametitle{Motivation}
\begin{tcolorbox}[title=Context]
- Heterogeneous datacenter architectures are common ~\cite{DBLP:conf/date/MilojicicFDR21} and
- modern computational needs of AI drive managers to diversify datacenters even more~\cite{DBLP:journals/computer/AthavaleBBMMPS24}.
+ 21\textsuperscript{st} century datacenters are heterogeneous~\cite{DBLP:conf/date/MilojicicFDR21} and
+ modern computational needs of AI drive managers to diversify datacenters even more than ever~\cite{DBLP:journals/computer/AthavaleBBMMPS24}.
In result datacenters become extremely complex and hard to operate with millions of CPU's, GPU's etc.
\end{tcolorbox}
\begin{center}
@@ -95,7 +95,7 @@
We need to act now.
\end{tcolorbox}
\begin{center}
- \includegraphics[height=10em]{images/IosupLVG22-2_cropped.pdf}
+ \includegraphics[height=10em]{images/manageability.pdf}
\end{center}
\tiny
\textbf{Figure E.1:} Horizontally: the most important research areas in computer science in Netherlands.
@@ -110,7 +110,7 @@
Datacenters meet this requirement easily because they already connect hundreds of monitoring sensors. \end{tcolorbox}
\begin{center}
- \includegraphics[height=10em]{images/TaoIEEE2019-3_cropped.pdf}
+ \includegraphics[height=10em]{images/dt_timeline.pdf}
\end{center}
\tiny
@@ -128,7 +128,7 @@
Only a constant bi-directional interaction (digital twin $\iff$ physical entity) can achieve this.
\end{tcolorbox}
\begin{center}
- \includegraphics[height=10em]{images/AthavaleBBMMPS24-3_cropped.pdf}
+ \includegraphics[height=10em]{images/digital_twin_ms.pdf}
\end{center}
\tiny \textbf{Figure E.3:} Real-time control that is tightly-coupled with the IT equipment is a prerequisite for timely predictions within seconds/minutes~\cite{DBLP:journals/computer/AthavaleBBMMPS24}.
\end{frame}