feat: added the table done from the defence

3 files changed, 16 insertions, 19 deletions

diff --git a/content/background.tex b/content/background.tex
index 4884995..03f06cb 100644
--- a/content/background.tex
+++ b/content/background.tex
@@ -54,7 +54,7 @@ As a result, digital twins have become more relevant today than 10 years ago~\ci
 \begin{figure}
 	\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 \one and the simulated virtual twin \two. A service for out-of-band data analytics \three and a persistent storage of historical data \four 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}. 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}
diff --git a/sources/dt_features_comparison.tex b/sources/dt_features_comparison.tex
index 9017def..143ae3e 100644
--- a/sources/dt_features_comparison.tex
+++ b/sources/dt_features_comparison.tex
@@ -1,28 +1,29 @@
-\begin{table}[h]
-	\centering
-	\renewcommand{\arraystretch}{1.4}
+\begin{table}
 	\resizebox{\columnwidth}{!}{
 		\begin{tabular}{lm{0.2\linewidth}m{0.25\linewidth}m{0.3\linewidth}l}
 			\toprule
-			Project                                         & Simulation\qquad Technique      & Focus                               & Stakeholders & Highlighted Features \\
+			Project                                         & Simulation Technique                         & Focus                                                                          & Stakeholders                              & Modelling Capability                                                                                                                                                                                        \\
 			\midrule
-			ExaDigiT~\cite{DBLP:conf/sc/BrewerMKWBHSGGW24}  & CFD/HT                          & Energy Loss\newline Prediction      &              &                      \\
+			ExaDigiT~\cite{DBLP:conf/sc/BrewerMKWBHSGGW24}  & CFD/HT, AI/ML                                & Energy Loss\newline Prediction,\newline \fcolorbox{Red}{white}{Heat Modelling} & HPC Engineers and Operators               & \fcolorbox{Red}{white}{3D\textsuperscript{$\star$}}, \fcolorbox{Red}{white}{CH\textsuperscript{$\ddagger$}}, VP\textsuperscript{$\star$}, PE\textsuperscript{$\ddagger$}, RA, SE\textsuperscript{$\dagger$} \\
 			\midrule
-			SmartDC~\cite{DBLP:conf/noms/ZhangZLZWC22}      & CFD/HT, BIM, AI                 & Heat Modelling                      &              &                      \\
+			SmartDC~\cite{DBLP:conf/noms/ZhangZLZWC22}      & CFD/HT, BIM, AI/ML                           & \fcolorbox{Red}{white}{Heat Modelling},\newline PUE optimization               & Cloud Datacenter Engineers                & \fcolorbox{Red}{white}{CH\textsuperscript{$\dagger$}}, PE, \fcolorbox{Red}{white}{3D\textsuperscript{$\star$}}                                                                                              \\
 			\midrule
-			DyTwin~\cite{DBLP:conf/sc/TaheriBPRHDEWPM24}    & Gaussian Process Regression, ML & Anomaly Detection                   &              &                      \\
+			DyTwin~\cite{DBLP:conf/sc/TaheriBPRHDEWPM24}    & Gaussian Process Regression, AI/ML           & Anomaly Detection                                                              & Cloud Datacenter Operators                & A\textsuperscript{$\star$}, FD, VP\textsuperscript{$\star$}, SE\textsuperscript{$\dagger$}                                                                                                                  \\
 			\midrule
-			ChatTwin~\cite{DBLP:conf/sensys/LiW0Z0T23}      & \textbf{\large?}                & Configuration\newline Automation    &              &                      \\
+			ChatTwin~\cite{DBLP:conf/sensys/LiW0Z0T23}      & \textbf{\footnotesize?}                      & Digital Twin\newline Definition Language                                       & Cloud Datacenter Engineers                & \fcolorbox{Red}{white}{ 3D\textsuperscript{$\star$}}                                                                                                                                                        \\
 			\midrule
-			Reducio~\cite{DBLP:conf/sensys/CaoW0022}        & POD                             & Heat and Airflow\newline Prediction &              &                      \\
+			Reducio~\cite{DBLP:conf/sensys/CaoW0022}        & POD, Gaussian\newline Process Modelling (ML) & \fcolorbox{Red}{white}{Heat Modelling}                                         & Edge and Hyper-scale Datacenter Operators & \fcolorbox{Red}{white}{CH\textsuperscript{$\ddagger$}, 3D\textsuperscript{$\star$}}, SE                                                                                                                     \\
 			\midrule
-			NetGraph~\cite{DBLP:conf/sigcomm/HongWDSSHZY21} & Graphs                          & Network Management                  &              &                      \\
+			NetGraph~\cite{DBLP:conf/sigcomm/HongWDSSHZY21} & Graphs                                       & Network Management                                                             & Cloud Datacenter Operators                & VP\textsuperscript{$\star$}, RA\textsuperscript{$\star$},
+			N\textsuperscript{$\star$}, SE\textsuperscript{$\dagger$}                                                                                                                                                                                                                                                                                                                                                                                 \\
 			\midrule
-			Kalibre~\cite{DBLP:conf/sensys/WangZD0TCWZ20}   & ML, CFD                         & Heat Modelling                      &              &                      \\
+			Kalibre~\cite{DBLP:conf/sensys/WangZD0TCWZ20}   & CFD/HT, ML                                   & \fcolorbox{Red}{white}{Heat Modelling}                                         & Cloud Datacenter Engineers                & \fcolorbox{Red}{white}{CH\textsuperscript{$\ddagger$}, 3D\textsuperscript{$\star$}}                                                                                                                         \\
 			\bottomrule
 		\end{tabular}
 	}
-	\caption{Comparison of selected datacenter digital twins. \textbf{Features:} 3D = 3D Visualizations; CH = Cooling/Heat, PE = Power/Energy Consumption, F = Failures, N = Network, FS = FaaS, SE = Scenario Exploration, VP = Virtual Prorotyping, FD = Federation; \textbf{Tools:} AI = Artificial Intelligence, ML = Machine Learning, ODA = Operational Data Analysis; $\dagger$ Predictive Analysis; $\star$ = Descriptive Analysis, $\ddagger$ = Prescriptive Analysis.}
-        \label{tab:dt_features_comparison}
+	\caption{\textbf{Table 1.1:} Comparison of selected datacenter digital twins. \textbf{Modelling capability:} \textcolor{Red}{3D = Visualizations}; \textcolor{Red}{CH = Cooling/Heat}, PE = Power/Energy Consumption, A = Anomaly Detection, N = Network Modelling, SE = Scenario Exploration, VP = Virtual Prototyping, FD = Federation, RA = Resource Allocation; \textbf{Data Analytics}: $\ddagger$ = Predictive Analysis; $\star$ = Descriptive Analysis, $\dagger$ = Prescriptive Analysis.}
+	\label{tab:dt_features_comparison}
 \end{table}
-
+% Autonomous decisions (autonomous twinning) from~\cite{DBLP:conf/sc/BrewerMKWBHSGGW24} is inherent to digital twinning -- it is better left unsaid in the table.
+% I.e., the foundation of any DT is autonomous decisions, so without them they don't qualify as a DT.
+% ChatTwin mentions that they evaluate their system on their own-engineered digital twin, but they absolutely not name it. Who knows why.
diff --git a/style/style.tex b/style/style.tex
index cef4167..9b90c45 100644
--- a/style/style.tex
+++ b/style/style.tex
@@ -23,10 +23,6 @@
 \newcommand{\etc}{\emph{etc.}\xspace}
 \newcommand{\etal}{\emph{et~al.}\xspace}
 \newcommand{\todo}[1]{\textcolor{blue}{#1}}
-\newcommand{\one}{(\ding{182})\xspace}
-\newcommand{\two}{(\ding{183})\xspace}
-\newcommand{\three}{(\ding{184})\xspace}
-\newcommand{\four}{(\ding{185})\xspace}
 
 \usepackage{cleveref}
 \newcommand\myCircled[1]{\scalebox{0.75}{\Circled[fill color=black,inner color=white]{{\sffamily#1}}}}