Defined base structure of document

00_First_Page.tex

@@ -4,7 +4,7 @@
 \includegraphics[width=0.5\linewidth]{Logo-EPFL.png}\par
 \vspace{5cm}
 
-{\Huge \bf Inter-seasonal performance of Gaussian Process models for building temperature prediction \par}
+{\Huge \bf Multi-seasonal performance of Gaussian Processes for building control \par}
 \vspace{1cm}
 {\LARGE \bf Master Project\par}
 

01_Introduction.tex

@@ -1,2 +0,0 @@
-\section{Introduction}
-Lorem ipsum dolor sit amet

10_Introduction.tex

@@ -0,0 +1,13 @@
+\section{Introduction}
+
+{\color{red}\lipsum[1-3]}
+
+% TODO: [Introduction] Control for building regulation
+
+
+% TODO: [Introduction] Benefits of data-driven methods
+
+
+% TODO: [Introduction] Big lines previous research and why
+
+\clearpage

20_Previous_Research.tex

@@ -0,0 +1,21 @@
+\section{Previous Research}
+With the increase in computational power and availability of data  over time the
+accesibility of data-driven methods for System Identfication and Control has
+also risen significantly. 
+
+The idea of using Gaussian Processes as regression models for control of dynamic
+systems is not new, and has already been explored a number of times. A general
+description of their use, along with the necessary theory and some example
+implementations is given in {\color{red} Add citation to the Gaussian Process
+for dynamic models textbook}
+
+Gaussian Processes for building control have been studied before in the context
+of Demand Response, {\color{orange} where the buildings are used for their heat
+capacity in order to reduce the stress on energy provides during peak load times}
+
+{\color{red}\lipsum[1]}
+
+% TODO: [Previous Research] Finish with need for adaptive schemes
+
+{\color{red}\lipsum[2-3]}
+\clearpage

30_Gaussian_Processes_Background.tex

@@ -0,0 +1,22 @@
+\section{Gaussian Processes Background}
+
+{\color{red} \lipsum[1-5]}
+
+% TODO: [GP Background] General info and math background on GP
+
+% TODO: [GP Background] Definition of GP (from Rasmussen book?)
+
+% TODO: [GP Background] Some relevant information from the GP modeling textbook
+
+\subsection{Kernels}
+
+% TODO: [GP Background] Different kernels used in dynamical systems with math
+
+\subsection{SVGP}
+
+% TODO: [GP Background] High level and math parts of SVGP
+
+% TODO: [GP Background] Add citation for SVGP (look in GPflow source code)
+
+
+\clearpage

40_CARNOT_model.tex

@@ -0,0 +1,12 @@
+\section{CARNOT model}
+
+\subsection{Physical dimensions}
+
+\subsection{Material properties}
+
+\subsection{HVAC parameters}
+
+{\color{red}test}
+
+
+\clearpage

50_Choice_of_Hyperparameters.tex

@@ -0,0 +1,10 @@
+\section{Choice of Hyperparameters}
+
+\subsection{The Kernel}
+
+\subsection{Loss functions}
+
+\subsection{Lengthscales}
+
+
+\clearpage

60_The_MPC_Problem.tex

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+\section{The MPC Problem}
+
+
+\clearpage

70_Implementation.tex

@@ -0,0 +1,18 @@
+\section{Implementation}
+
+\subsection{Simulink Model}
+% TODO: Cite CARNOT
+
+\subsection{Tensorflow and GPflow}
+\subsubsection{Test subsection}
+% TODO: Cite Tensorflow
+% TODO: Cite GPflow
+
+\subsection{Optimal Control Problem}
+% TODO: Cite CasADi
+% TODO: Cite HSL solvers for using MA27
+
+\subsection{Python server and controller objects}
+
+
+\clearpage

80_Results.tex

@@ -0,0 +1,9 @@
+\section{Results}
+
+\subsection{Conventional Gaussian Processes}
+
+
+\subsection{Adaptive scheme with SVGP}
+
+
+\clearpage

90_Further_Research.tex

@@ -0,0 +1,4 @@
+\section{Further Research}
+
+
+\clearpage

95_Conclusion.tex

@@ -0,0 +1,4 @@
+\section{Conclusion}
+
+
+\clearpage

main.tex

@@ -19,6 +19,8 @@
 \usepackage{csquotes} % Removes a compilation warning
 \usepackage{changepage}
 
+\usepackage{lipsum}
+
 %SI Package
 \usepackage[binary-units=true]{siunitx}
 %\sisetup{group-separator = \text{\,}}
@@ -102,5 +104,14 @@
 \tableofcontents
 \clearpage
 
-\input{01_Introduction.tex}
+\input{10_Introduction.tex}
+\input{20_Previous_Research.tex}
+\input{30_Gaussian_Processes_Background.tex}
+\input{40_CARNOT_model.tex}
+\input{50_Choice_of_Hyperparameters.tex}
+\input{60_The_MPC_Problem.tex}
+\input{70_Implementation.tex}
+\input{80_Results.tex}
+\input{90_Further_Research.tex}
+\input{95_Conclusion.tex}
 \end{document}