ba-thesis/latex/thesis/chapters/theoretical_background.tex
2023-02-13 14:48:51 +01:00

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\chapter{Theoretical Background}%
\label{chapter:theoretical_background}
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\section{Preliminaries: Channel Model and Modulation}
\label{sec:theo:Preliminaries: Channel Model and Modulation}
\begin{itemize}
\item \ac{AWGN}
\item \ac{BPSK}
\end{itemize}
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\section{Notation}
\label{sec:theo:Notation}
%
% TODOs
%
\begin{itemize}
\item General remarks on notation (matrices, PDF, etc.)
\item \sout{Diagram from midterm presentation}
\end{itemize}
%
% Figure showing notation for entire coding / decoding process
%
\tikzstyle{box} = [rectangle, minimum width=1.5cm, minimum height=0.7cm,
rounded corners=0.1cm, text centered, draw=black, fill=KITgreen!80]
\begin{figure}[htpb]
\centering
\begin{tikzpicture}[scale=1, transform shape]
\node (in) {$\boldsymbol{c}$};
\node[box, right=0.5cm of in] (bpskmap) {Mapper};
\node[right=1.5cm of bpskmap,
draw, circle, inner sep=0pt, minimum size=0.5cm] (add) {$+$};
\node[below=0.5cm of add] (noise) {$\boldsymbol{z}$};
\node[box, right=1.5cm of add] (decoder) {Decoder};
\node[box, right=1.5cm of decoder] (demapper) {Demapper};
\node[right=0.5cm of demapper] (out) {$\boldsymbol{\hat{c}}$};
\node at ($(bpskmap.east)!0.5!(add.west) + (0,0.3cm)$) {$\boldsymbol{x}$};
\node at ($(add.east)!0.5!(decoder.west) + (0,0.3cm)$) {$\boldsymbol{y}$};
\node at ($(decoder.east)!0.5!(demapper.west) + (0,0.3cm)$) {$\boldsymbol{\hat{x}}$};
\draw[->] (in) -- (bpskmap);
\draw[->] (bpskmap) -- (add);
\draw[->] (add) -- (decoder);
\draw[->] (noise) -- (add);
\draw[->] (decoder) -- (demapper);
\draw[->] (demapper) -- (out);
\end{tikzpicture}
\caption{Overview of notation}
\label{fig:notation}
\end{figure}
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\section{Channel Coding with LDPC Codes}
\label{sec:theo:Channel Coding with LDPC Codes}
\begin{itemize}
\item Introduction
\item Binary linear codes
\item LDPC codes
\end{itemize}
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\section{Decoding LDPC Codes using Belief Propagation}
\label{sec:theo:Decoding LDPC Codes using Belief Propagation}
\begin{itemize}
\item Introduction to message passing
\item Overview of BP altorithm
\end{itemize}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\section{Optimization Methods}
\label{sec:theo:Optimization Methods}
\begin{itemize}
\item ADMM
\item Proximal gradient method
\end{itemize}