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Thesis/Reports/Thesis/verslag.tex
2024-05-08 17:53:19 +02:00

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\documentclass[12pt,a4paper,faculty=ea,language=en,doctype=article]{ugent-doc}
% Optional: margins and spacing
%-------------------------------
% Uncomment and adjust to change the default values set by the template
% Note: the defaults are suggested values by Ghent University
%\geometry{bottom=2.5cm,top=2.5cm,left=3cm,right=2cm}
%\renewcommand{\baselinestretch}{1.15} % line spacing
% Font
%------
\usepackage[T1]{fontenc}
\usepackage[utf8]{inputenc} % allows non-ascii input characters
% Comment or remove the two lines below to use the default Computer Modern font
\usepackage{libertine}
\usepackage{libertinust1math}
\usepackage{enumitem}
\usepackage{tabularx}
\usepackage{array}
\usepackage{amsmath}
\usepackage{mathtools}
\usepackage{multirow}
\usepackage{float}
\usepackage{bbm}
\usepackage{booktabs}
\usepackage{subcaption}
\usepackage{adjustbox}
\usepackage{caption}
\usepackage{subcaption}
\usepackage{booktabs}
\usepackage{tikz}
\usetikzlibrary{positioning, calc}
% Electricity market
% Generative Modeling
% -> Quantile Regression
% -> Autoregressive vs non autoregressive
% -> Modellen (linear, non linear, gru)
% -> Diffusion (1 grote)
% Policies (globaal, hoe winst maken) Wij heel simpele, tonen dat NRV generaties nut hebben. Reinforcement learning voor complexere
% -> Baseline Policies
% -> Policies based on generations (NRV is nu full day samples)
% Waarom nuttig om toekomst te modellen
% Results & discussion
% -> Per model resultaten
% -> Comparison between models
% Conclusion
% plot mean and std for averaged NRV over all days
% Autoregressive models krijgen enkels voorspelde waardes voor dat kwartier, waarom niet van kwartieren erna ook? Uitleg: voor laatste kwartier van de dag, voorspelling van de dag erna nodig. Anders extra padding.
% Non autoregressive vs autoregressive. Autoregressive weet niet dat hij T+1 ... T+96 moet voorspellen. Denkt dat hij enkel T+1 voorspelt. Te overconfident in voorspellingen voor input met error.
\newcolumntype{C}{>{\centering\arraybackslash}X}
% NOTE: because the UGent font Panno is proprietary, it is not possible to use it
% in Overleaf. But UGent does not suggest to use Panno for documents (or maybe only for
% the titlepage). For the body, the UGent suggestion is to use a good serif font (for
% LaTeX this could be libertine or Computer Modern).
% Proper word splitting
%-----------------------
\usepackage[english]{babel}
% Mathematics
%-------------
\usepackage{amsmath}
% Figures
%---------
\usepackage{graphicx} % optional: the package is already loaded by the template
\graphicspath{{./figures/}}
% Bibliography settings
%-----------------------
\usepackage[backend=biber, style=apa, sorting=nyt, hyperref=true]{biblatex}
\addbibresource{./references.bib}
\usepackage{csquotes} % Suggested when using babel+biblatex
% Hyperreferences
%-----------------
\usepackage[colorlinks=true, allcolors=ugentblue]{hyperref}
% Whitespace between paragraphs and no indentation
%--------------------------------------------------
\usepackage[parfill]{parskip}
% Input for title page
%----------------------
%% Note: a stricter UGent style could be achieved with, e.g.:
\usepackage{ulem} % for colored underline
\renewcommand{\ULthickness}{2pt} % adjust thickness of underline
\thetitle{Generative modeling of electricity imbalance prices for battery optimization}
% Note: do not forget to reset the \ULthickness to 1pt after invoking \maketitle
% (otherwise all underlines in the rest of your document will be too thick):
%\renewcommand{\ULthickness}{1pt}
% The first (top) infobox at bottom of titlepage
\infoboxa{\bfseries\large Master Thesis}
% The second infobox at bottom of titlepage
\infoboxb{Name:
\begin{tabular}[t]{l}
Victor Mylle
\end{tabular}
}
% The third infobox at bottom of titlepage
\infoboxc{
Promotors:
\begin{tabular}[t]{l}
prof. dr. ir. Chris Develder \\
prof. Bert Claessens
\end{tabular}
\\\\
Supervisor:
\begin{tabular}[t]{l}
Jonas Van Gompel
\end{tabular}
}
% The last (bottom) infobox at bottom of titlepage
\infoboxd{Academic year: 2023--2024} % note dash, not hyphen
\begin{document}
% =====================================================================
% Cover
% =====================================================================
% ------------ TITLE PAGE ---------
\maketitle
\renewcommand{\ULthickness}{1pt}
% =====================================================================
% Front matter
% =====================================================================
% ------------ TABLE OF CONTENTS ---------
{\hypersetup{hidelinks}\tableofcontents} % hide link color in toc
\newpage
% \begin{titlepage}
% \centering % Centers everything on the page
% % Logo or Image (Optional)
% % \includegraphics[width=0.5\textwidth]{path_to_logo.jpg}
% \vspace*{2cm} % Add vertical space
% {\large Title: Forecasting and generative modeling of the Belgian electricity market\par}
% \vspace{2cm}
% {\Large Victor Mylle\par}
% \vspace{1cm}
% {\large }
% \vspace{1cm}
% {\large Mentor: }
% \end{titlepage}
% ------------ ABSTRACT ---------
% ------------ Introduction ---------
\include{sections/introduction}
\include{sections/background}
\include{sections/policies}
\include{sections/literature_study}
\input{sections/results}
\newpage
\section{Policies for battery optimization}
\subsection{Baselines}
\subsection{Policies using NRV predictions}
\newpage
% bibliography
\printbibliography
\end{document}