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\documentclass[12pt, handout]{beamer}
\input{style/style.tex}
\begin{document}
\frame{\titlepage}
\begin{frame}\frametitle{Motivation}
\begin{tcolorbox}[title=Context]
Heterogeneous datacenter architectures are common~\cite{DBLP:conf/date/MilojicicFDR21} due to the end of Dennard's scaling~\cite{DBLP:image/48Microprocessor/Rupp}.
Today, computational needs of AI drive managers to diversify datacenters even more~\cite{DBLP:journals/computer/AthavaleBBMMPS24}.
In result datacenters become extremely complex and hard to operate.
\end{tcolorbox}
\begin{minipage}[t]{0.45\linewidth}
\tiny
{\centering
\includegraphics[width=1.05\linewidth]{images/48-years-processor-trend-2.pdf}
}
\textbf{Figure 1.1:} 48 years of microprocessor trend data. Legend: \textcolor{Orange}{$\bigblacktriangleup$ Transistors (thousands)}, \textcolor{Blue}{$\lgblkcircle$ Single Thread Performance (SpecINT $\times 10^3$)}, \textcolor{Green}{$\lgblksquare$ Frequency (MHz)}, \textcolor{Maroon}{$\bigblacktriangledown$ Typical Power (Watts)}, $\mdlgblkdiamond$ Number of Logical Cores~\cite{DBLP:image/48Microprocessor/Rupp}.
\end{minipage}
\hspace{0.5cm}
\begin{minipage}[t]{0.45\linewidth}
{\centering
\includegraphics[width=1.1\linewidth]{images/AthavaleBBMMPS24_cropped.pdf}
}
\tiny
\textbf{Figure 1.2:} Explosive growth in AI computational requirements drives datacenter upgrades (source: NVIDIA Analysis: reproduction with NVIDIA permission by~\cite{DBLP:journals/computer/AthavaleBBMMPS24}).
\end{minipage}
\end{frame}
\begin{frame}\frametitle{Problem Statement}
\end{frame}
\begin{frame}\frametitle{Research Questions}
\begin{tcolorbox}[title=Main Research Question, colbacktitle=red!70!black,colback=red!20!white]
How to enable predictive analytics for datacenters through digital twinning?
\end{tcolorbox}
\begin{tcolorbox}[title=Research Question 1]
How to asses the current state-of-the-art of digital twinning for datacenters?
\end{tcolorbox}
\begin{tcolorbox}[title=Research Question 2]
How to design a datacenter digital twin reference architecture using discrete-event simulation and predictive data analytics?
\end{tcolorbox}
\begin{tcolorbox}[title=Research Question 3]
How to evaluate and validate a datacenter digital twin architecture in relation to system requirements?
\end{tcolorbox}
\end{frame}
\begin{frame}\frametitle{System model}
\end{frame}
\begin{frame}\frametitle{Reference Architecture}
\end{frame}
\begin{frame}\frametitle{Results}
\end{frame}
\begin{frame}\frametitle{References}
\tiny
\bibliographystyle{is-plain}
\bibliography{main.bib}
\end{frame}
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\begin{frame}\frametitle{Extra Slides: Societal Impact}
\end{frame}
\end{document}
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