Simulation of pedestrian flows by optimal control and differential games

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A CLASS OF NONLOCAL MODELS FOR PEDESTRIAN TRAFFIC (2011, background): “1 Lane Formation A widely detected pattern formed in the context of crowd dynamics is that of lane formation, see for instance [17, 18, 20, 28].”
Pedestrian flows and non‐classical shocks (2005, background): “The study of models for pedestrian flows is receiving an increasing attention in the specialized literature, see [12, 13, 14, 15, 16, 23, 24].”
Evacuation Dynamics: Empirical Results, Modeling and Applications (2008, background): “Apart from the ad hoc introduction of interactions the structure of the social-force model can also be derived from an extremal principle [63, 67].”
SR-LSTM: State Refinement for LSTM Towards Pedestrian Trajectory Prediction (2019, background): “Some studies based on game theory model the interaction among pedestrian ﬂows [17, 50] and evacuation process [2, 16, 53], Ma et al. [27] predict pedestrians from a static frame using ﬁc-titious play.”
Socially compliant mobile robot navigation via inverse reinforcement learning (2016, methodology): “Pedestrians typically aim to walk efficiently, avoiding unnecessary accelerations (Hoogendoorn and Bovy, 2003; Mombaur et al., 2010).”