From a5e258111391679d92ddc5940e0f8a4371f0bcb1 Mon Sep 17 00:00:00 2001 From: mjkwiatkowski Date: Tue, 7 Jul 2026 17:58:29 +0200 Subject: feat: added a figure to section 2.2.1 --- content/background.tex | 7 +- images/five_dimensional_dt.pdf | Bin 163941 -> 486973 bytes images/predictive_analytics.pdf | Bin 0 -> 334253 bytes sources/predictive_analytics.drawio | 156 +++++++++++++++++++++++++++ sources/system_model.drawio | 204 +++++++++++++++--------------------- 5 files changed, 246 insertions(+), 121 deletions(-) create mode 100755 images/predictive_analytics.pdf create mode 100755 sources/predictive_analytics.drawio diff --git a/content/background.tex b/content/background.tex index 6be66ea..d353069 100644 --- a/content/background.tex +++ b/content/background.tex @@ -64,7 +64,12 @@ As such, while the concept existed, the hardware did not catch up yet. However, in the last decade, multicore computing paradigms and the advent of GPU computing has finally enabled computation needed to run digital twins. As a result, digital twins have become more relevant today than 10 years ago~\cite{DBLP:conf/cirp/TAO2018169}. -A crucial part any of any \gls{dt} should be \emph{predictive modelling}, which drives actionable insights~\cite{DBLP:usdoe/report/AP26894}. +A crucial part any of any \gls{dt} should be \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.} + \label{fig:predictive_analytics} +\end{figure} Predictive modelling uses statistics to predict outcomes. When deployed commercially, for example in datacenters, predictive modelling is often referred to as predictive analytics~\cite{Wikipedia:PredictiveModelling}. Almost any statistical model can be used for prediction purposes, but nowadays predictive analysis is synonymous with machine learning. diff --git a/images/five_dimensional_dt.pdf b/images/five_dimensional_dt.pdf index 5e28a17..872a3a4 100644 Binary files a/images/five_dimensional_dt.pdf and b/images/five_dimensional_dt.pdf differ diff --git a/images/predictive_analytics.pdf b/images/predictive_analytics.pdf new file mode 100755 index 0000000..39b4fd0 Binary files /dev/null and b/images/predictive_analytics.pdf differ diff --git a/sources/predictive_analytics.drawio b/sources/predictive_analytics.drawio new file mode 100755 index 0000000..c8ff618 --- /dev/null +++ b/sources/predictive_analytics.drawio @@ -0,0 +1,156 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/sources/system_model.drawio b/sources/system_model.drawio index 555f717..cf5995c 100644 --- a/sources/system_model.drawio +++ b/sources/system_model.drawio @@ -1,172 +1,136 @@ - + - - + + - - + + - + + + + - - + + - + - - + + - - + + - - + + - - + + - + - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - + + - - + + - - - - - - - - - - - - - - + + - - + + - - + + - - + + - - + + - - + + - - + + - - + + - - + + - - + + - - + + - - + + - - + + - - + + - - + + - - + + - - + + - - + + - - + + - - + + - - + + - + - - + + - + - - + + - - - - - + + + + + + + + - + - - + + -- cgit v1.2.3