1 Introduction  
2 Preliminaries  
2.1 Knowledge Graphs & Ontologies  
2.2 Models  
2.3 Knowledge Representation Learning  
3 Ontologies for Automated Driving  
4 Knowledge Graphs Applied to Automated Driving  
5 Conclusions