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Non-intrusive Sleep Pattern Recognition with Ubiquitous Sensing in Elderly Assistive Environment
Ni, Hongbo; Wu, Shu; Abdulrazak, Bessam; Zhang, Daqing; Ma, Xiaojuan; Zhou, Xingshe
2015-09-08
发表期刊Frontiers of Computer Science
卷号9期号:6页码:966-979
摘要
The quality of sleep may be a reflection of an elderly individual’s health state, and sleep pattern is an important measurement. Recognition of sleep pattern by itself is a challenge issue, especially for elderly-care community, due to both privacy concerns and technical limitations. We propose a novelmulti-parametric sensing system called sleep pattern recognition system (SPRS). This system, equipped with a combination of various non-invasive sensors, can monitor an elderly user’s sleep behavior. It accumulates the detecting data from a pressure sensor matrix and ultra wide band (UWB) tags. Based on these two types of complementary sensing data, SPRS can assess the user’s sleep pattern automatically via machine learning algorithms. Compared to existing systems, SPRS operateswithout disrupting the users’ sleep. It can be used in normal households with minimal deployment. Results of tests in our real assistive apartment at the Smart Elder-care Lab are also presented in this paper.
关键词Sleep Pattern Elder-care Pressure Sensor
收录类别SCI
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/12317
专题智能感知与计算研究中心
通讯作者Ni, Hongbo
推荐引用方式
GB/T 7714
Ni, Hongbo,Wu, Shu,Abdulrazak, Bessam,et al. Non-intrusive Sleep Pattern Recognition with Ubiquitous Sensing in Elderly Assistive Environment[J]. Frontiers of Computer Science,2015,9(6):966-979.
APA Ni, Hongbo,Wu, Shu,Abdulrazak, Bessam,Zhang, Daqing,Ma, Xiaojuan,&Zhou, Xingshe.(2015).Non-intrusive Sleep Pattern Recognition with Ubiquitous Sensing in Elderly Assistive Environment.Frontiers of Computer Science,9(6),966-979.
MLA Ni, Hongbo,et al."Non-intrusive Sleep Pattern Recognition with Ubiquitous Sensing in Elderly Assistive Environment".Frontiers of Computer Science 9.6(2015):966-979.
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