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A smart bed platform for monitoring Ulcer prevention

机译:用于监测和预防溃疡的智能床平台

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摘要

The focus of this paper is to develop a software-hardware platform that addresses one of the most costly, acute health conditions, pressure ulcers — or bed sores. Caring for pressure ulcers is extremely costly, increases the length of hospital stays and is very labor intensive. The proposed platform collects information from various sensors incorporated into the bed, analyzes the data to create a time-stamped, whole-body pressure distribution map, and commands the bed's actuators to periodically adjust its surface profile to redistribute pressure over the entire body. These capabilities are combined to form a cognitive support system, that augments the ability of a care giver, allowing them to provide better care to more patients in less time. For proof of concept, we have implemented algorithms and architectures that cover four key aspects of this platform: 1) data collection, 2) modeling & profiling, 3) machine learning, and 4) acting.
机译:本文的重点是开发一种软​​件-硬件平台,以解决最昂贵的急性健康状况,压疮或褥疮之一。压疮的治疗非常昂贵,增加了住院时间,而且劳动强度大。拟议的平台从整合到床中的各种传感器收集信息,分析数据以创建带有时间戳的全身压力分布图,并命令床的执行器定期调整其表面轮廓以将压力重新分布到整个身体上。将这些功能结合起来,形成一个认知支持系统,增强了护理人员的能力,使他们能够在更短的时间内为更多的患者提供更好的护理。为了进行概念验证,我们已经实现了涵盖该平台四个关键方面的算法和体系结构:1)数据收集,2)建模和配置文件,3)机器学习以及4)行为。

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