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Social Force Model for Pedestrian Dynamics

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It is suggested that the motion of pedestrians can be described as if they would be subject to `social forces'. These `forces' are not directly exerted by the pedestrians' personal environment, but they are a measure for the internal motivations of the individuals to perform certain actions (movements). The corresponding force concept is discussed in more detail and can be also applied to the description of other behaviors. In the presented model of pedestrian behavior several force terms are essential: First, a term describing the acceleration towards the desired velocity of motion. Second, terms reflecting that a pedestrian keeps a certain distance to other pedestrians and borders. Third, a term modeling attractive effects. The resulting equations of motion are nonlinearly coupled Langevin equations. Computer simulations of crowds of interacting pedestrians show that the social force model is capable of describing the self-organization of several observed collective effects of pedestrian behavior very realistically.

Dirk Helbing, Peter Molnar• 1998

Related benchmarks

TaskDatasetResultRank
CompetitionSimulation Corridor Dilemma
SRCP Mean64.57
32
Trajectory ForecastingTrajNet++ real world Type III (test)
ADE0.89
19
Trajectory PredictionETH
MAE0.6933
11
Pedestrian trajectory predictionGC
MAE1.259
10
Pedestrian trajectory predictionUCY
MAE2.539
10
Trajectory PredictionJRDB Dataset--
10
Crowd SimulationGC
MAE1.259
9
Crowd SimulationUCY
MAE2.539
9
Trajectory PredictionGC
MMD0.015
9
Trajectory PredictionUCY
MMD0.1209
9
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