Applications of wireless sensor systems to sleep stage estimation for home sleep monitoring

IF 1.5 Q3 TELECOMMUNICATIONS
Jin-Shyan Lee, Ming-Feng Dong
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Abstract

In recent years, research on sleep monitoring and analysis has attracted many scholars. Among them, the polysomnography (PSG) is performed more accurately. However, PSG is not suitable to be used at home due to its complicated operation and expensive cost. On the other hand, although the Pittsburgh sleep quality index (PSQI) is a standardized form for sleep quality assessment, the subjective and backward evaluation may lead to intuitive results. Therefore, this paper is intended to develop a sleep stage estimation system for home health care services. In the proposed platform, the sleep conditions, including the heart rate (HR) and body movement, are collected by an HR monitor and a force sensor array, respectively. Also, the fuzzy inference system is applied to the sleep depth evaluation, and then, the finite state machine is utilised to estimate the sleep stage. Experimental results show that the developed platform not only reduces the burden of PSG measurements, but also provides more convincible and reasonable results, presenting as an assistive tool of the conventional PSQI tests.

Abstract Image

无线传感器系统在家庭睡眠监测中睡眠阶段估计的应用
近年来,关于睡眠监测与分析的研究吸引了众多学者。其中,多导睡眠图(PSG)更为准确。然而,由于其操作复杂,成本昂贵,因此不适合在国内使用。另一方面,匹兹堡睡眠质量指数(PSQI)虽然是一种标准化的睡眠质量评估形式,但主观、落后的评价可能导致结果直观。因此,本研究旨在开发一套适用于家庭健康照护服务的睡眠阶段评估系统。在该平台中,睡眠状态包括心率(HR)和身体运动,分别由心率监视器和力传感器阵列收集。将模糊推理系统应用于睡眠深度评估,然后利用有限状态机对睡眠阶段进行估计。实验结果表明,所开发的平台不仅减轻了PSG测量的负担,而且提供了更可信、合理的结果,是传统PSQI测试的辅助工具。
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来源期刊
IET Wireless Sensor Systems
IET Wireless Sensor Systems TELECOMMUNICATIONS-
CiteScore
4.90
自引率
5.30%
发文量
13
审稿时长
33 weeks
期刊介绍: IET Wireless Sensor Systems is aimed at the growing field of wireless sensor networks and distributed systems, which has been expanding rapidly in recent years and is evolving into a multi-billion dollar industry. The Journal has been launched to give a platform to researchers and academics in the field and is intended to cover the research, engineering, technological developments, innovative deployment of distributed sensor and actuator systems. Topics covered include, but are not limited to theoretical developments of: Innovative Architectures for Smart Sensors;Nano Sensors and Actuators Unstructured Networking; Cooperative and Clustering Distributed Sensors; Data Fusion for Distributed Sensors; Distributed Intelligence in Distributed Sensors; Energy Harvesting for and Lifetime of Smart Sensors and Actuators; Cross-Layer Design and Layer Optimisation in Distributed Sensors; Security, Trust and Dependability of Distributed Sensors. The Journal also covers; Innovative Services and Applications for: Monitoring: Health, Traffic, Weather and Toxins; Surveillance: Target Tracking and Localization; Observation: Global Resources and Geological Activities (Earth, Forest, Mines, Underwater); Industrial Applications of Distributed Sensors in Green and Agile Manufacturing; Sensor and RFID Applications of the Internet-of-Things ("IoT"); Smart Metering; Machine-to-Machine Communications.
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