diff options
Diffstat (limited to 'content/background.tex')
| -rw-r--r-- | content/background.tex | 6 |
1 files changed, 3 insertions, 3 deletions
diff --git a/content/background.tex b/content/background.tex index 76ce5b3..8e63f53 100644 --- a/content/background.tex +++ b/content/background.tex @@ -69,7 +69,7 @@ We present the generic, field-agnostic \gls{dt} definition and investigate how \ \begin{figure}[t] \centering \includegraphics[width=0.95\linewidth]{images/five_dimensional_dt.pdf} - \caption{A basic framework for the \gls{dt}. Four core elements of a \gls{dt} are defined: The physical entity (\myCircled{1}) and the simulated virtual twin (\myCircled{2}). A service for out-of-band data analytics (\myCircled{3}) and a persistent storage of historical data (\myCircled{4}) are crucial to the \gls{dt} because they are necessary to gain meaningful monitoring insights. Adapted from Tao \etal ~\cite{DBLP:conf/cirp/TAO2018169}.} + \caption[A basic framework for the \gls{dt}.]{A basic framework for the \gls{dt}. Four core elements of a \gls{dt} are defined: The physical entity (\myCircled{1}) and the simulated virtual twin (\myCircled{2}). A service for out-of-band data analytics (\myCircled{3}) and a persistent storage of historical data (\myCircled{4}) are crucial to the \gls{dt} because they are necessary to gain meaningful monitoring insights. Adapted from Tao \etal ~\cite{DBLP:conf/cirp/TAO2018169}.} %Fei Tao is a renowned figure with over 62k citations. He is a figure of authority on digital twins.% \label{fig:five_dimensional_dt} \end{figure} @@ -89,7 +89,7 @@ As a result, digital twins have become more relevant today than 10 years ago~\ci A crucial part any of any \gls{dt} is \emph{predictive modelling}, which drives actionable insights~\cite{DBLP:usdoe/report/AP26894} (see \Cref{fig:predictive_analytics}). \begin{figure}[t] \includegraphics[width=\linewidth]{images/predictive_analytics.pdf} - \caption{Datacenter Digital Twin diagram. 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.} + \caption[Datacenter digital twin diagram.]{Datacenter digital twin diagram. 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.} \label{fig:predictive_analytics} \end{figure} Predictive modelling uses statistics to predict outcomes. @@ -189,7 +189,7 @@ Kalibre takes the best of both \gls{ml} and \gls{cfd} approaches and achieves su \begin{figure}[t] \centering \includegraphics[width=0.95\linewidth]{images/system_model.pdf} - \caption{A generic system model for datacenter digital twin deployments. + \caption[A system model for datacenter digital twins.]{A generic system model for datacenter digital twin deployments. The design of DyTwin~\cite{DBLP:conf/sc/TaheriBPRHDEWPM24} indirectly incorporates in its architecture a ``virtual-to-virtual`` digital thread between different digital twins. Zhao \etal likewise present key elements to the digital thread in their architecture~\cite{DBLP:conf/AppliedEnergy/Zhao20}. We add the \emph{Digital Thread} to our model explicitly.} \label{fig:system_model} |