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ubiSleep: An ubiquitous sensor system for sleep monitoring

机译:ubiSleep:用于睡眠监控的无处不在的传感器系统

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The emergent importance of the sleep medicine together with the rapid adoption of mobile devices and wearables along with a growing habit for using these devices on the daily-living activities offer an opportunity to use them as a sleep monitor. Traditional sleep monitoring systems, such as polysomnography, involves a myriad of sensors attached around the patients' body, and therefore is limited to clinical usage. In line with this, alternative solutions have been widely investigated focused both to infer sleep information based on a reduced number of sensors, and to use non-invasive and feasible technologies. This study presents an ubiquitous architecture based on portability and interoperability concepts in which a smartwatch is combined with a smartphone to implement a sleep monitoring system. This system joints heart rate, accelerometer, and sound signals collected into the smartwatch. Thus, the preliminary results revealed that the proposed system is feasible and suitable for sleep monitoring. In spite of the early stage of this system, the developed framework already includes an API for data exchange between the smartwatch and the smartphone. However, additional studies should be addressed in order to complement and enhanced the proposed system with novel algorithms for signal treatment, including the development of several classifiers specific oriented to snore, motion and sleep detection.
机译:睡眠医学的重要性日益凸显,移动设备和可穿戴设备的迅速普及,以及在日常活动中使用这些设备的习惯日益增多,为人们将它们用作睡眠监测器提供了机会。传统的睡眠监测系统(如多导睡眠监测仪)需要在患者身体周围安装大量传感器,因此仅限于临床使用。与此相应,已经广泛研究了替代解决方案,这些解决方案既基于减少的传感器来推断睡眠信息,又使用非侵入性且可行的技术。这项研究提出了一种基于可移植性和互操作性概念的普遍存在的体系结构,其中将智能手表与智能手机结合以实现睡眠监控系统。该系统将收集到智能手表的心率,加速度计和声音信号连接起来。因此,初步结果表明,所提出的系统是可行的并且适合于睡眠监测。尽管该系统处于早期阶段,但已开发的框架已经包括用于在智能手表和智能手机之间进行数据交换的API。但是,应进行其他研究,以通过新颖的信号处理算法来补充和增强所提议的系统,包括开发专门针对打sn,运动和睡眠检测的几种分类器。

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