International Journal of Swarm Intelligence Research · 2012 · 12 citations · 16 references
ComputingComputer ScienceEmergency PlanningArtificial IntelligenceCollective BehaviorMachine LearningAgent-based SimulationCrowd BehaviorEvacuation SimulationIntelligent AgentsMulti-agent SystemsSituation AwarenessAgent SimulationsAgent-based Evacuation SimulationCrowd Behavior During EvacuationCrowd ModelingCrowd Panic ModelingData FusionMulti-agent LearningMulti-agent Simulation Of Evacuation
In case of emergency and evacuation, it is often impossible to interpret manually the complex behaviour of a crowd, essentially due to the lack of staff and time needed to understand a situation. In the literature, a monitored system using data fusion methods makes it possible to perform automatic situation awareness. Using Swarm Intelligence domain, the authors propose an approach based on multi-agent system to simulate and detect primitive collective behaviours emerging from a crowd panic. It enables anticipating collective behaviours in real-time as well as their anomalies according to specific scenarios. Detection is the possibility to learn, recognize and anticipate different behaviours by a probabilistic model. The collective behaviour detection of a crowd panic in real-time is based on a learning method on an extended model of Hidden Markov Model. This paper presents experiments of simulation and detection using an implementation of a virtual environment.
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