fixing acronyms, no draft anymore

Author: pascalwhoop

src/acronyms.tex

@@ -2,44 +2,43 @@
 \section*{Abbreviations}
 \begin        {acronym}[PowerTAC]
 %:.,+33sort
-	\acro {AI}       {Artificial Intelligence}
-	\acro {CHP}      {Combined Heat and Power Unit}
-	\acro {CLI}      {Command Line Interface}
-    \acro {ReLu}     {Rectified Linear Unit}
-	\acro {CPU}      {Central Processing Unit}
-    \acro {mWh}      {megawatt hour}
-	\acro {DU}       {Distribution Utility}
-	\acro {DeepRL}   {Deep Reinforcement Learning}
-	\acro {GPU}      {Graphical Processing Units}
-	\acro {GRPC}     {Google Remote Procedure Call}
-	\acro {JAXB}     {Java Architecture for XML}
-	\acro {JMI}      {Java Message Service}
-	\acro {JSON}     {JavaScript Object Notation}
-    \acro {kWh}      {Killowatt hour}
-	\acro {MDP}      {Markovian Decision Process}
-    \acro {A3C}      {Asynchronous Advantage Actor-Critic}
-	\acro {POJO}     {Plain Old Java Object}
-	\acro {POMDP}    {Partially Observable Markovian Decision Process}
-	\acro {POPO}     {Plain Old Python Object}
-	\acro {PPO}      {Proximal Policy Optimization}
-	\acro {PowerTAC} {Power Trading Agent Competition}
-    \acro {DDPG}     {Deep Deterministic Policy Gradient}
-    \acro {DQN}      {Deep Q Network}
-    \acro {NAF}      {Normalized Advantage Function}
-	\acro {RL}       {Reinforcement Learning}
-	\acro {SARSA}    {State-Action-Reward-State-Action}
+	\acro {AI}       {artificial intelligence}
+	\acro {CHP}      {combined heat and power unit}
+	\acro {CLI}      {command-line interface}
+    \acro {ReLu}     {rectified linear unit}
+	\acro {CPU}      {central processing unit}
+    \acro {MWh}      {megawatt hour}
+	\acro {DU}       {distribution utility}
+	\acro {DeepRL}   {deep reinforcement learning}
+	\acro {GPU}      {graphical processing units}
+	\acro {gRPC}     {Google remote procedure call}
+	\acro {JAXB}     {Java architecture for XML}
+	\acro {JMI}      {Java message service}
+	\acro {JSON}     {Javascript object notation}
+    \acro {kWh}      {killowatt hour}
+	\acro {MDP}      {markovian decision process}
+    \acro {A3C}      {asynchronous advantage actor-critic}
+	\acro {POJO}     {plain old Java object}
+	\acro {POMDP}    {partially observable markovian decision process}
+	\acro {POPO}     {plain old Python object}
+	\acro {PPO}      {proximal policy optimization}
+	\acro {PowerTAC} {power trading agent competition}
+    \acro {DDPG}     {deep deterministic policy gradient}
+    \acro {DQN}      {deep Q network}
+    \acro {NAF}      {normalized advantage function}
+	\acro {RL}       {reinforcement learning}
+	\acro {SARSA}    {state-action-reward-state-action}
 	\acro {SOTA}     {state-of-the-art}
-	\acro {TF}       {TensorFlow}
-    \acro {SELF}     {Smart Electricity Market Learners with Function Approximation}
-	\acro {TPU}      {Tensor Processing Unit}
-	\acro {XML}      {Extensive Markup Language}
-    \acro {API}      {Application Programming Interface}
-    \acro {CNN}      {Convolutional Neural Network}
-    \acro {CRIU}     {Checkpoint/Restore in Userspace}
-    \acro {LSTM}     {Long-Short Term Memory}
-    \acro {RNN}      {Recurrent Neural Networks}
-    \acro {SSL}       {Secure Socket Layers}
-    \acro {UI}       {User Interface}
-    \acro {VM}       {Virtual Machine}
+    \acro {SELF}     {smart electricity market learners with function approximation}
+	\acro {TPU}      {tensor processing unit}
+	\acro {XML}      {extensive markup language}
+    \acro {API}      {application programming interface}
+    \acro {CNN}      {convolutional neural network}
+    \acro {CRIU}     {checkpoint/restore in userspace}
+    \acro {LSTM}     {long short-term memory}
+    \acro {RNN}      {recurrent neural networks}
+    \acro {SSL}      {secure socket layers}
+    \acro {UI}       {user interface}
+    \acro {VM}       {virtual machine}
 
-\end          {acronym}
+\end{acronym}

src/bibliography.bib

@@ -197,7 +197,7 @@ @misc{mapstruct
 @misc{docker,
     title        = {What is Docker},
     howpublished = {\url{https://www.docker.com/what-docker}},
-    author       = {Docker~Inc},
+    author       = {{Docker Inc.}},
     year         = {2018},
     note         = {Accessed: 2018-04-20}
 }