Research Article

Data-Driven Simulation of Pedestrian Movement with Artificial Neural Network

Table 1

Inputs and outputs of the VDSM.

LayerParameterMeaning

InputDistance to the target point of the subject pedestrian at the last time step
, Distance to the th obstacle within the perception area of the subject pedestrian at the last time step
, Distance along the axis between the subject pedestrian and the th neighboring pedestrian within the perception area at the current time step
, Distance along the axis between the subject pedestrian and the th neighboring pedestrian within the perception area at the current time step
, Velocity along the axis of the jth neighboring pedestrian within the perception area at the last time step
, Velocity along the axis of the jth neighboring pedestrian within the perception area at the last time step
, Velocity displacement of the subject pedestrian at the last five time steps

OutputVelocity displacement at the current time step