Non-intrusive Sleep Pattern Recognition with Ubiquitous Sensing in Elderly Assistive Environment | |
Ni, Hongbo; Wu, Shu; Abdulrazak, Bessam; Zhang, Daqing; Ma, Xiaojuan; Zhou, Xingshe | |
发表期刊 | Frontiers of Computer Science |
2015-09-08 | |
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.
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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 |
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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