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Deriving Information from Low Spatial Resolution Floor-Based Personnel Detection System

机译:从低空间分辨率落地人员检测系统中获取信息

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We developed a low cost floor-based personnel detection system, we call a smart carpet, which consists of a sensor pad placed under a carpet, the electronics reads walking activity to provide an automated health monitoring and alert system. We extended the functionalities of the smart carpet to improve its ability to detect falls, alert health care personnel, estimate gait parameters, and count number of people walking on the carpet. Results showed that our system detects falls, using computational intelligence techniques, with 96.2% accuracy and 81% sensitivity and 97.8% specificity. We extracted and estimated gait parameters, and compared it to the GAITRite system (the gold standard), so that the system reliably estimates the walking speed, stride length and stored time with percentage errors of 1.43%, -4.32%, and -5.73% respectively. Recent results show that the system can count number of people with high accuracy. We developed a database system and web applications for immediate alerts on adverse events, and retain these data in the cloud for years, if necessary, to provide further data analysis.
机译:我们开发了一种低成本的基于楼层的人员检测系统,我们称之为智能地毯,该智能地毯由位于地毯下方的传感器垫组成,电子设备读取行走活动,以提供自动健康监控和警报系统。我们扩展了智能地毯的功能,以提高其检测跌倒,警报保健人员,估算步态参数的能力,以及在地毯上行走的人数。结果表明,我们的系统使用计算智能技术检测到落下,精度为96.2 %和81 %的灵敏度和97.8%的特异性。我们提取和估计的步态参数,并将其与Gaitrite系统(金标准)进行了比较,使系统可靠地估计步行速度,步幅长度和储存时间,百分比误差为1.43 %,-4.32 %,和 - 5.73 %。分别。最近的结果表明,该系统可以计算高精度的人数。我们开发了一个数据库系统和Web应用程序,即时在不利事件上立即警报,并在云中保留这些数据,多年,如有必要,提供进一步的数据分析。

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