使用运动传感器估计静息-活动模式。
Estimation of rest-activity patterns using motion sensors.
作者信息
Hayes Tamara L, Riley Thomas, Pavel Misha, Kaye Jeffrey A
机构信息
Biomedical Engineering Department (BME) and the Oregon Center for Aging and Technology (ORCATECH), Oregon Health & Science University (OHSU), 3303 SW Bond Avenue, Portland, OR 97239, USA.
出版信息
Annu Int Conf IEEE Eng Med Biol Soc. 2010;2010:2147-50. doi: 10.1109/IEMBS.2010.5628022.
Abstract
Disrupted sleep patterns are a significant problem in the elderly, leading to increased cognitive dysfunction and risk of nursing home placement. A cost-effective and unobtrusive way to remotely monitor changing sleep patterns over time would enable improved management of this important health problem. We have developed an algorithm to derive sleep parameters such as bed time, rise time, sleep latency, and nap time from passive infrared sensors distributed around the home. We evaluated this algorithm using 404 days of data collected in the homes of 8 elderly community-dwelling elders. Data from this algorithm were highly correlated to ground truth measures (bed mats) and were surprisingly robust to variability in sensor layout and sleep habits.
摘要
睡眠模式紊乱是老年人面临的一个重大问题，会导致认知功能障碍加剧以及入住养老院的风险增加。一种经济高效且不引人注意的方法，用于随时间远程监测睡眠模式的变化，将有助于更好地管理这一重要的健康问题。我们开发了一种算法，可从分布在家庭周围的被动红外传感器中得出诸如就寝时间、起床时间、入睡潜伏期和午睡时间等睡眠参数。我们使用在8位居住在社区的老年人家中收集的404天数据对该算法进行了评估。该算法得出的数据与地面真值测量（床垫）高度相关，并且令人惊讶的是，对传感器布局和睡眠习惯的变化具有很强的鲁棒性。
相似文献
1
Estimation of rest-activity patterns using motion sensors.使用运动传感器估计静息-活动模式。
Annu Int Conf IEEE Eng Med Biol Soc. 2010;2010:2147-50. doi: 10.1109/IEMBS.2010.5628022.
2
Measuring nightly activity, body weight and body weight change rate with a sensor equipped bed.使用配备传感器的床来测量夜间活动、体重及体重变化率。
Annu Int Conf IEEE Eng Med Biol Soc. 2010;2010:2151-4. doi: 10.1109/IEMBS.2010.5626643.
3
Processing of wearable sensor data on the cloud - a step towards scaling of continuous monitoring of health and well-being.在云端处理可穿戴传感器数据——迈向扩大健康与福祉连续监测规模的一步。
Annu Int Conf IEEE Eng Med Biol Soc. 2010;2010:3860-3. doi: 10.1109/IEMBS.2010.5627906.
4
Unobtrusive Skin Temperature Estimation on a Smart Bed.智能床上的非侵入式皮肤温度估计。
Sensors (Basel). 2024 Jul 27;24(15):4882. doi: 10.3390/s24154882.
5
Evaluation and analysis of multimodal sensors for developing in and around the bed patient monitoring system.用于开发床边及床周患者监测系统的多模态传感器的评估与分析
Annu Int Conf IEEE Eng Med Biol Soc. 2010;2010:2159-62. doi: 10.1109/IEMBS.2010.5626375.
6
Monitoring pulse and respiration with a non-invasive hydraulic bed sensor.使用无创液压床传感器监测脉搏和呼吸。
Annu Int Conf IEEE Eng Med Biol Soc. 2010;2010:2119-23. doi: 10.1109/IEMBS.2010.5627219.
7
Unobtrusive Nighttime Movement Monitoring to Support Nursing Home Continence Care: Algorithm Development and Validation Study.用于支持养老院失禁护理的夜间非侵入性活动监测：算法开发与验证研究
JMIR Nurs. 2024 Dec 24;7:e58094. doi: 10.2196/58094.
8
Experimental Assessment of Sleep-Related Parameters by Passive Infrared Sensors: Measurement Setup, Feature Extraction, and Uncertainty Analysis.被动式红外传感器评估睡眠相关参数的实验研究：测量设置、特征提取和不确定度分析。
Sensors (Basel). 2019 Aug 31;19(17):3773. doi: 10.3390/s19173773.
9
A multicomponent nonpharmacological intervention improves activity rhythms among nursing home residents with disrupted sleep/wake patterns.一种多组分非药物干预措施可改善睡眠/觉醒模式紊乱的养老院居民的活动节律。
J Gerontol A Biol Sci Med Sci. 2007 Jan;62(1):67-72. doi: 10.1093/gerona/62.1.67.
10
Estimation of vital signs in bed from a single unobtrusive mechanical sensor: algorithms and real-life evaluation.基于单个非侵入式机械传感器的卧床生命体征估计：算法与实际评估
Annu Int Conf IEEE Eng Med Biol Soc. 2008;2008:4744-7. doi: 10.1109/IEMBS.2008.4650273.
引用本文的文献
1
Correlating continuously captured home-based digital biomarkers of daily function with postmortem neurodegenerative neuropathology.将连续捕获的基于家庭的日常功能数字生物标志物与死后神经退行性神经病理学相关联。
PLoS One. 2023 Jun 8;18(6):e0286812. doi: 10.1371/journal.pone.0286812. eCollection 2023.
2
Remote Spectral Light Sensing in the Home Environment: Further Development of the TWLITE Study Concept.家庭环境中的远程光谱光感应：TWLITE 研究概念的进一步发展。
Sensors (Basel). 2023 Apr 20;23(8):4134. doi: 10.3390/s23084134.
3
Usability of Smart Home Thermostat to Evaluate the Impact of Weekdays and Seasons on Sleep Patterns and Indoor Stay: Observational Study.智能家居恒温器评估工作日和季节对睡眠模式和室内停留影响的可用性：观察性研究。
JMIR Mhealth Uhealth. 2022 Apr 1;10(4):e28811. doi: 10.2196/28811.
4
Association Between Mild Cognitive Impairment and Seasonal Rest-Activity Patterns of Older Adults.轻度认知障碍与老年人季节性休息-活动模式之间的关联
Front Digit Health. 2022 Feb 23;4:809370. doi: 10.3389/fdgth.2022.809370. eCollection 2022.
5
The Collaborative Aging Research Using Technology Initiative: An Open, Sharable, Technology-Agnostic Platform for the Research Community.利用技术开展协作式衰老研究计划：一个面向研究群体的开放、可共享、技术中立的平台。
Digit Biomark. 2020 Nov 26;4(Suppl 1):100-118. doi: 10.1159/000512208. eCollection 2020 Winter.
6
Experimental Assessment of Sleep-Related Parameters by Passive Infrared Sensors: Measurement Setup, Feature Extraction, and Uncertainty Analysis.被动式红外传感器评估睡眠相关参数的实验研究：测量设置、特征提取和不确定度分析。
Sensors (Basel). 2019 Aug 31;19(17):3773. doi: 10.3390/s19173773.
7
Machine learning methods for detecting urinary tract infection and analysing daily living activities in people with dementia.用于检测痴呆患者尿路感染和分析日常活动的机器学习方法。
PLoS One. 2019 Jan 15;14(1):e0209909. doi: 10.1371/journal.pone.0209909. eCollection 2019.
8
COMPUTATIONAL METHODS FOR ASYNCHRONOUS BASINS.异步盆地的计算方法
Discrete Continuous Dyn Syst Ser B. 2016 Dec;21(10):3391-3405. doi: 10.3934/dcdsb.2016103. Epub 2016 Nov 1.
9
Automated Health Alerts Using In-Home Sensor Data for Embedded Health Assessment.基于家庭传感器数据的自动健康警报实现嵌入式健康评估
IEEE J Transl Eng Health Med. 2015 Apr 10;3:2700111. doi: 10.1109/JTEHM.2015.2421499. eCollection 2015.
10
Phone behaviour and its relationship to loneliness in older adults.老年人的手机使用行为及其与孤独感的关系。
Aging Ment Health. 2016 Oct;20(10):1084-91. doi: 10.1080/13607863.2015.1060947. Epub 2015 Jul 2.
本文引用的文献
1
Detection of movement in bed using unobtrusive load cell sensors.使用非侵入式称重传感器检测床上的活动。
IEEE Trans Inf Technol Biomed. 2010 Mar;14(2):481-90. doi: 10.1109/TITB.2008.2010701. Epub 2009 Jan 20.
2
Non-constraining sleep/wake monitoring system using bed actigraphy.使用床垫活动记录仪的非约束性睡眠/觉醒监测系统。
Med Biol Eng Comput. 2007 Jan;45(1):107-14. doi: 10.1007/s11517-006-0134-1. Epub 2006 Dec 5.
3
The role of actigraphy in sleep medicine.活动记录仪在睡眠医学中的作用。
Sleep Med Rev. 2002 Apr;6(2):113-24. doi: 10.1053/smrv.2001.0182.
4
Towards an understanding of self-reports of sleep.迈向对睡眠自我报告的理解。
J Sleep Res. 2002 Sep;11(3):229-36. doi: 10.1046/j.1365-2869.2002.00306.x.
5
Sleep complaints among elderly persons: an epidemiologic study of three communities.老年人的睡眠问题：对三个社区的流行病学研究
Sleep. 1995 Jul;18(6):425-32. doi: 10.1093/sleep/18.6.425.
6
A static charge sensitive bed. A new method for recording body movements during sleep.一种静电感应床。一种记录睡眠期间身体运动的新方法。
Electroencephalogr Clin Neurophysiol. 1979 Jun;46(6):731-4. doi: 10.1016/0013-4694(79)90113-5.
Zotero 插件