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diff --git a/slides_recap/main.tex b/slides_recap/main.tex new file mode 100644 index 0000000..11ff2f4 --- /dev/null +++ b/slides_recap/main.tex @@ -0,0 +1,124 @@ +\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} |
