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Diffstat (limited to 'main.tex')
| -rw-r--r-- | main.tex | 12 |
1 files changed, 7 insertions, 5 deletions
@@ -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} |