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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
Source PublicationFrontiers of Computer Science
2015-09-08
Volume9Issue:6Pages:966-979
Abstract
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.
KeywordSleep Pattern Elder-care Pressure Sensor
Indexed BySCI
Document Type期刊论文
Identifierhttp://ir.ia.ac.cn/handle/173211/12317
Collection智能感知与计算研究中心
Corresponding AuthorNi, Hongbo
Recommended Citation
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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