adding todos, updating images, scratchpad for quick trials

Author: pascalwhoop

scratchpad.tex

@@ -0,0 +1,19 @@
+\usepackage{mathtools}
+\begin{document}
+
+\section{Scratchpad}
+
+
+\begin{equation}
+    \text{needed} = \text{purchased before} + \text{prediction} 
+\end{equation}
+
+\begin{equation}
+        r_{\text{pred}} = - | \text{action} - \text{needed} | * \frac{\text{step}}{24}
+\end{equation}
+
+\begin{equation}
+    r = r_{pred} * \alpha + r_{term} * (1-\alpha)
+\end{equation}
+
+\end{document}

src/acronyms.tex

@@ -10,7 +10,7 @@ \section*{Abbreviations}
     \acro {mWh}      {megawatt hour}
 	\acro {DU}       {Distribution Utility}
 	\acro {DeepRL}   {Deep Reinforcement Learning}
-	\acro {GPU}      {Graphical Processing Unit}
+	\acro {GPU}      {Graphical Processing Units}
 	\acro {GRPC}     {Google Remote Process Call}
 	\acro {JAXB}     {Java Architecture for XML}
 	\acro {JMI}      {Java Message Service}

src/bibliography.bib

@@ -1,31 +1,31 @@
 @inproceedings{tesauro2002strategic,
-  title        = {Strategic sequential bidding in auctions using dynamic programming},
-  author       = {Tesauro, Gerald and Bredin, Jonathan L},
-  booktitle    = {Proceedings of the first international joint conference on Autonomous agents and multiagent systems: part 2},
-  pages        = {591--598},
-  year         = {2002},
-  organization = {ACM}
+    title        = {Strategic sequential bidding in auctions using dynamic programming},
+    author       = {Tesauro, Gerald and Bredin, Jonathan L},
+    booktitle    = {Proceedings of the first international joint conference on Autonomous agents and multiagent systems: part 2},
+    pages        = {591--598},
+    year         = {2002},
+    organization = {ACM}
 }
 
 @inproceedings{ozdemir2015winner,
-  title        = {A winner agent in a smart grid simulation platform},
-  author       = {Ozdemir, Serkan and Unland, Rainer},
-  booktitle    = {Web Intelligence and Intelligent Agent Technology (WI-IAT), 2015 IEEE/WIC/ACM International Conference on},
-  volume       = {2},
-  pages        = {206--213},
-  year         = {2015},
-  organization = {IEEE}
-} 
+    title        = {A winner agent in a smart grid simulation platform},
+    author       = {Ozdemir, Serkan and Unland, Rainer},
+    booktitle    = {Web Intelligence and Intelligent Agent Technology (WI-IAT), 2015 IEEE/WIC/ACM International Conference on},
+    volume       = {2},
+    pages        = {206--213},
+    year         = {2015},
+    organization = {IEEE}
+}
 
 @inproceedings{ozdemir2017strategy,
-  title        = {The strategy and architecture of a winner broker in a renowned agent-based smart grid competition},
-  author       = {Ozdemir, Serkan and Unland, Rainer},
-  booktitle    = {Web Intelligence},
-  volume       = {15},
-  number       = {2},
-  pages        = {165--183},
-  year         = {2017},
-  organization = {IOS Press}
+    title        = {The strategy and architecture of a winner broker in a renowned agent-based smart grid competition},
+    author       = {Ozdemir, Serkan and Unland, Rainer},
+    booktitle    = {Web Intelligence},
+    volume       = {15},
+    number       = {2},
+    pages        = {165--183},
+    year         = {2017},
+    organization = {IOS Press}
 }
 
 @article{Hochreiter:1997:LSM:1246443.1246450,
@@ -604,6 +604,14 @@ @article{schmitt2018kickstarting
     year    = {2018}
 }
 
+@article{mnih2013playing,
+    title   = {Playing atari with deep reinforcement learning},
+    author  = {Mnih, Volodymyr and Kavukcuoglu, Koray and Silver, David and Graves, Alex and Antonoglou, Ioannis and Wierstra, Daan and Riedmiller, Martin},
+    journal = {arXiv preprint arXiv:1312.5602},
+    year    = {2013}
+}
+
+
 
 @article{abbeel2010autonomous,
     title     = {Autonomous helicopter aerobatics through apprenticeship learning},

src/body.tex

@@ -10,7 +10,7 @@
 \input{preface.tex}
 %\printacronyms
 \listoffigures
-\listoftables
+%\listoftables
 \listoflistings
 \input{acronyms.tex}
 \input{content.tex}

src/img/Agent.png

@@ -1,4 +1,4 @@
-\chapter{Preface}
+\section*{Preface}
 
 This thesis was planned and discussed in the winter of 17/18. On February 1st, the work phase of six months started.
 Within these six months, I discovered many previously unknown or unforeseen complexities. These include the