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+\documentclass{beamer}
+
+%Information to be included in the title page:
+\title{Nodes data dissemination policy prediction under energy consumption and network coverage constraints}
+\author{Loic Guegan, Issam Raïs}
+\institute{UiT}
+\date{2022}
+
+
+\setbeamertemplate{navigation symbols}{}
+\begin{document}
+
+\frame{\titlepage}
+
+\begin{frame}
+ \frametitle{Context}
+ Disseminate data:
+ \begin{itemize}
+ \setlength\itemsep{0.8em}
+ \item Wireless communications
+ \item Energy constraint
+ \item Harsh environment
+ \end{itemize}
+ \vspace{1cm}
+ \centering
+ \textbf{But energy and coverage not deterministic}
+\end{frame}
+
+\begin{frame}
+ \frametitle{Problem}
+ \includegraphics[trim={0 10cm 30cm 0},scale=0.3,clip]{../analysis/figures/dimension_energy-coverage.pdf}
+\end{frame}
+
+\begin{frame}
+ \frametitle{Problem}
+ \textbf{How to choose the right configuration for a given setup?}\\
+ \vspace{1cm}
+ Knowing that:\\ \vspace{0.3cm}
+ \begin{itemize}
+ \item Perfect coverage not required:
+ \begin{itemize}
+ \item Just N+1,...,N+n redundancy (so n network coverage)
+ \item Collaboration of n nodes (say 3 to monitor some metrics)
+ \end{itemize}
+ \item Clear nodes energy budget
+ \end{itemize}
+\end{frame}
+
+\begin{frame}
+ \frametitle{Problem}
+ Knowing:
+ \begin{itemize}
+ \item Nodes setup:
+ \begin{itemize}
+ \item LoRa/NbIoT?
+ \item Uptimes duration 60s/180s?
+ \end{itemize}
+ \item Requirements:
+ \begin{itemize}
+ \item Nodes energy consumption
+ \item Network coverage
+ \end{itemize}
+ \end{itemize}
+ \vspace{1cm}
+ \centering
+ \textbf{How can we predict which policy to use to meet the requirements?}
+\end{frame}
+
+
+\begin{frame}
+ \frametitle{Solution}
+ \begin{centering}
+ \textbf{Use classification models!}
+ \end{centering}\\ \vspace{1cm}
+ We choose:
+ \begin{itemize}
+ \item K Nearrest Neighbours
+ \item Decision Trees
+ \end{itemize}
+ \vspace{1cm}
+ Two ML training approaches:
+ \begin{itemize}
+ \item Offline
+ \item Online
+ \end{itemize}
+\end{frame}
+
+
+\begin{frame}
+ \frametitle{Offline: The hint case}
+ \centering
+ \includegraphics[scale=0.35]{../analysis/figures/dimension_energy-coverage.pdf}
+\end{frame}
+
+\begin{frame}
+ \frametitle{Offline: Coverage}
+ \centering
+ \includegraphics[trim={0 0 20cm 0},scale=0.4,clip]{../analysis/figures/sim_dimension_coverage_WITH_HINT.pdf}
+\end{frame}
+
+\begin{frame}
+ \frametitle{Offline: Energy}
+ \centering
+ \includegraphics[trim={0 0 20cm 0},scale=0.4,clip]{../analysis/figures/sim_dimension_energy_WITH_HINT.pdf}
+\end{frame}
+
+\begin{frame}
+ \frametitle{Online}
+ \centering
+ \includegraphics[scale=0.3]{../analysis/figures/months_knn.pdf}
+\end{frame}
+
+\begin{frame}
+ \frametitle{Contribution}
+ \begin{itemize}
+ \item Methodology
+ \item An offline model
+ \item A vision on how such model ML on an online ML scenario
+ \end{itemize}
+\end{frame}
+
+
+
+\end{document}