ba-thesis/latex/thesis/thesis.tex

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\documentclass{cel-thesis/cel-thesis}
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% Document Parameters %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
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\thesisTitle{Application of Optimization Algorithms for Channel Decoding}
\thesisType{Bachelor's Thesis}
\thesisAuthor{Andreas Tsouchlos}
%\thesisAdvisor{Prof. Dr.-Ing. Laurent Schmalen}
%\thesisHeadOfInstitute{Prof. Dr.-Ing. Laurent Schmalen}
\thesisSupervisor{Name of assistant}
\thesisStartDate{24.10.2022}
\thesisEndDate{24.04.2023}
\thesisSignatureDate{Signature date} % TODO: Signature date
\thesisLanguage{english}
\setlanguage
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%%% Packages, Settings and Definitions %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
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%
% Tikz related packages
%
\usepackage{tikz}
\usepackage{tikz-3dplot}
\usepackage{pgfplots}
\usetikzlibrary{external}
\usetikzlibrary{spy}
\usetikzlibrary{shapes.geometric}
\pgfplotsset{compat=newest}
\usepgfplotslibrary{colorbrewer}
\tikzexternalize[prefix=build/]
%
% Generic packages
%
\usepackage[utf8]{inputenc}
\usepackage[T1]{fontenc}
\usepackage[english]{babel}
\usepackage[normalem]{ulem} % Without 'normalem' this breaks the bibliography
\usepackage{amsmath}
\usepackage{amssymb, amsfonts, latexsym}
\usepackage{float}
\usepackage{listings}
\usepackage{graphicx}
\usepackage{subcaption}
\usepackage{bm}
\usepackage{ifthen}
\usepackage{scalerel}
\usepackage{todonotes}
% Make tikz ignore '\todo' in the externalization process
\makeatletter
\renewcommand{\todo}[2][]{\tikzexternaldisable\@todo[#1]{#2}\tikzexternalenable}
\makeatother
\usepackage{acro}
\usepackage{longtable}
\usepackage{mfirstuc}
\acsetup{
uppercase/list,
make-links,
format/first-long=\itshape,
list/template = longtable,
list/name = List of Abbreviations,
}
\usepackage{caption}
\DeclareCaptionLabelFormat{bf-nodot}{\textbf{#1}~\textbf{#2}}
\captionsetup{labelformat=bf-nodot,labelsep=colon}
\usepackage{csquotes}
\usepackage[style=alphabetic, backend=biber,
doi=false,url=false,isbn=false]{biblatex}
\addbibresource{bibliography.bib}
%
% Include useful commands and definitions
%
\input{common.tex}
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% Document %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\input{abbreviations.tex}
\setcounter{tocdepth}{1}
\begin{document}
%
% Preliminaries
%
\pagenumbering{roman}
\maketitle
\makestatutorydeclaration
%\makeCCdeclaration
%\include{chapters/abstract}
%
% Main Document
%
\cleardoublepage
\pagenumbering{arabic}
% 1. Introduction
% - Problem definition
% - Motivation
% - Results summary
%
% 2. Theoretical Background
% 2.2 Notation
% - General remarks on notation (matrices, ...)
% - Probabilistic quantities(random variables, PDFs, ...)
% 2.1 Preliminaries: Channel Model and Modulation
% - AWGN
% - BPSK
% 2.3 Channel Coding with LDPC Codes
% - Introduction
% - Binary linear codes
% - LDPC codes
% 2.4 Decoding LDPC Codes using Belief Propagation
% - Introduction to message passing
% - Overview of BP algorithm
% 2.5 Optimization Methods
% - ADMM
% - Proximal gradient method
%
% 3. Decoding Techniques
% 3.1 Decoding using Optimization Methods
% - General methodology
% 3.2 LP Decoding using ADMM
% - Equivalent ML optimization problem
% - LP relaxation
% - ADMM as a solver
% 3.3 Proximal Decoding
% - Formulation of optimization problem
% - Proximal gradient method as a solver
%
% 4. Methodology and implementation
% 4.1 General implementation process
% - First python using numpy
% - Then C++ using Eigen
% 4.1 LP Decoding using ADMM
% - Choice of parameters
% - Selected projection algorithm
% - Adaptive linear programming decoding?
% 4.2 Proximal Decoding
% - Choice of parameters
% - Road to improved implementation
%
% 5. Analysis of Results
% 5.1 LP Decoding using ADMM
% 5.2 Proximal Decoding
% - Parameter choice
% - FER
% - Improved implementation
% 5.3 Comparison of BP, Proximal Decoding and LP Decoding using ADMM
% - Decoding performance
% - Complexity & runtime (mention difficulty in reaching conclusive
% results when comparing implementations)
%
% 6. Discussion
% - Proximal decoding improvement limitations
%
% 7. Conclusion
% - Summary of results
% - Future work
% Proposed new structure:
%
% 1. Introduction
%
% 2. Theoretical Background
% \ldots
%
% 3. Proximal Decoding
% 3.1 Theory
% 3.2 Implementation details
% 3.3 Results
% 3.x Improved implementation
%
% 4. LP Decoding using ADMM
% 4.1 Theory
% 4.2 Implementation details
% 4.3 Results and comparison with proximal
%
% 5. Discussion
%
% 6. Conclusion
\tableofcontents
\cleardoublepage % make sure multipage TOCs are numbered correctly
\include{chapters/introduction}
\include{chapters/theoretical_background}
\include{chapters/proximal_decoding}
\include{chapters/lp_dec_using_admm}
\include{chapters/comparison}
\include{chapters/discussion}
\include{chapters/conclusion}
\include{chapters/appendix}
%\listoffigures
%\listoftables
\cleardoublepage
\phantomsection
\addcontentsline{toc}{chapter}{List of Abbreviations}
\printacronyms
\printbibliography[heading=bibintoc]
\end{document}