\subsection{Forecasting Models} \label{models} This sub-section describes the concrete models in our study. Figure \ref{f:inputs} shows how we classify them into four families with regard to the type of the time series, horizontal or vertical, and the moment at which a model is trained: Solid lines indicate that the corresponding time steps lie before the training, and dotted lines show the time horizon predicted by a model. For conciseness, we only show the forecasts for one test day. The setup is the same for each inner validation day. \ \begin{center} \captionof{figure}{Classification of the models by input type and training moment} \label{f:inputs} \includegraphics[width=.95\linewidth]{static/model_inputs_gray.png} \end{center}