\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. Nowadays, 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{Background} \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} \begin{frame}\frametitle{Extra slides} \end{frame} \end{document}