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Occupancy Estimation Using Nonparametric Online Change-Point Detection, and Apparatuses, Systems, and Software for Same

机译:使用非参数在线更改点检测的占用率估算以及设备,系统和软件的占用率估算

摘要

Systems, methods, and software for determining whether or not a monitored space is occupied by one or more humans and/or animals. In some embodiments, one or more radio-frequency (RF) receivers monitor(s) one or more RF frequencies for changes in received signal strength that may be due to changes in occupancy of the space being monitored. The received signal strength is analyzed using nonparametric online change-point detection analysis to determine change-points in the received signal(s). One or more statistical measures of the received signal(s), such as mean and variance, are used in conjunction with the change-point detection to determine a probability that the occupancy of the monitored space has changed. In some embodiments, additional sensors and/or machine learning can be used to enhance the performance of the disclosed occupancy-detection methodologies.
机译:用于确定监视的空间是否被一个或多个人类和/或动物占用的系统,方法和软件。在一些实施例中,一个或多个射频(RF)接收器监视一个或多个RF频率以查看可能由于所监视的空间的占用变化而引起的接收信号强度的变化。使用非参数在线变化点检测分析来分析接收信号强度,以确定接收信号中的变化点。接收信号的一种或多种统计量度(例如均值和方差)与变化点检测结合使用,以确定被监视空间的占用率发生变化的概率。在一些实施例中,可以使用附加的传感器和/或机器学习来增强所公开的占用检测方法的性能。

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