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LifeCount: A Device-free CSI-based Human Counting Solution for Emergency Building Evacuations

机译:LifeCount:无需设备的基于CSI的人员计数解决方案,用于紧急建筑物疏散

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During large scale building evacuations, it is difficult to ascertain how many people have left the premises safely. To assist in the rescue effort, indoor counting solutions can provide emergency personnel with the number of people who have evacuated the building, and from which floors. LifeCount implements a novel two stage neural network-based algorithm to accurately count the number of people passing through a hallway. Experimental results show that LifeCount can attain a zero counting error accuracy of 96.9%.
机译:在大规模建筑物疏散期间,很难确定有多少人安全离开了房屋。为了协助救援工作,室内计数解决方案可以为应急人员提供撤离建筑物的人员数量以及从哪一层撤离。 LifeCount实现了一种新颖的基于神经网络的两阶段算法,可准确计算通过走廊的人数。实验结果表明,LifeCount的零计数误差精度为96.9%。

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