Defined base structure of document

This commit is contained in:
Radu C. Martin 2021-06-02 20:39:59 +02:00
parent 32b58ea587
commit 524074b2e2
14 changed files with 130 additions and 4 deletions

View file

@ -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}

View file

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

13
10_Introduction.tex Normal file
View file

@ -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

21
20_Previous_Research.tex Normal file
View file

@ -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

View file

@ -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

12
40_CARNOT_model.tex Normal file
View file

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

View file

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

4
60_The_MPC_Problem.tex Normal file
View file

@ -0,0 +1,4 @@
\section{The MPC Problem}
\clearpage

18
70_Implementation.tex Normal file
View file

@ -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

9
80_Results.tex Normal file
View file

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

4
90_Further_Research.tex Normal file
View file

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

4
95_Conclusion.tex Normal file
View file

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

View file

@ -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}

0
references.bib Normal file
View file