Optimal layout design of obstacles for panic evacuation using differential evolution
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Differential evolution is used to optimize the geometrical parameters of obstacles.

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Profiles of density, velocity, specific flow as well as crowd pressure are analyzed.

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Placing an obstacle in panic situations promotes the pressure to a much higher level.

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Physical mechanism of efficiency enhancement is a reduction of high density region.

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Panel is more robust than pillar to guarantee the enhancement of pedestrian outflow.

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