spelling formatting wordy/ditto applied

scratchpad.tex

@@ -4,16 +4,4 @@
 \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

@@ -31,6 +31,7 @@ \section*{Abbreviations}
 	\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}

src/bibliography.bib

@@ -726,13 +726,67 @@ @article{parisotto2015actor
 }
 
 @article{french1999catastrophic,
-    title     = {Catastrophic forgetting in connectionist networks},
-    author    = {French, Robert M},
-    journal   = {Trends in cognitive sciences},
-    volume    = {3},
+    title      = {Catastrophic forgetting in connectionist networks},
+    author     = {French, Robert M},
+    journal    = {Trends in cognitive sciences},
+    volume     = {3},
+    number     = {4},
+    pages      = {128--135},
+    year       = {1999},
+    publisher  = {Elsevier}
+}
+
+@inproceedings{veneman2011review,
+    title        = {A review of agent-based models for forecasting the deployment of distributed generation in energy systems},
+    author       = {Veneman, Jason G and Oey, MA and Kortmann, LJ and Brazier, FM and De Vries, LJ},
+    booktitle    = {Proceedings of the 2011 Grand Challenges on Modeling and Simulation Conference},
+    pages        = {16--21},
+    year         = {2011},
+    organization = {Society for Modeling \& Simulation International}
+}
+
+
+@article{zhou2007agent,
+    title     = {Agent-based simulation of electricity markets: a survey of tools},
+    author    = {Zhou, Zhi and Chan, Wai Kin Victor and Chow, Joe H},
+    journal   = {Artificial Intelligence Review},
+    volume    = {28},
     number    = {4},
-    pages     = {128--135},
-    year      = {1999},
+    pages     = {305--342},
+    year      = {2007},
+    publisher = {Springer}
+}
+
+@article{abar2017agent,
+    title     = {Agent based modelling and simulation tools: a review of the state-of-art software},
+    author    = {Abar, Sameera and Theodoropoulos, Georgios K and Lemarinier, Pierre and O’Hare, Gregory MP},
+    journal   = {Computer Science Review},
+    volume    = {24},
+    pages     = {13--33},
+    year      = {2017},
     publisher = {Elsevier}
 }
 
+@book{mitei2011,
+    author = {G Kassakian, John and Schmalensee, Richard and Desgroseilliers, Gary and D Heidel, Timothy and Afridi, Khurram and Farid, Amro and M Grochow, Jerrold and W Hogan, William and D Jacoby, Henry and L Kirtley, James and G Michaels, Harvey and Perez-Arriaga, Ignacio and J Perreault, David and Rose, Nancy and L Wilson, Gerald and Abudaldah, Nabi and Chen, Minjie and E Donohoo, Pearl and J Gunter, Samantha and Institute Technology, Massachusetts},
+    year   = {2011},
+    month  = {01},
+    pages  = {1-280},
+    title  = {The Future of the Electric Grid: An Interdisciplinary MIT Study}
+}
+
+@misc{schaarschmidt2017tensorforce,
+    author       = {Schaarschmidt, Michael and Kuhnle, Alexander and Fricke, Kai},
+    title        = {TensorForce: A TensorFlow library for applied reinforcement learning},
+    howpublished = {Web page},
+    url          = {https://github.com/reinforceio/tensorforce},
+    year         = {2017}
+}
+
+@inproceedings{yosinski2015understanding,
+  title        = {Understanding neural networks through deep visualization},
+  author       = {Yosinski, Jason and Clune, Jeff and Nguyen, Anh and Fuchs, Thomas and Lipson, Hod},
+  organization = {International Conference on Machine Learning},
+  year         = {2015}
+}
+