作者
Jason J Liu, Wenyao Xu, Ming-Chun Huang, Nabil Alshurafa, Majid Sarrafzadeh, Nitin Raut, Behrooz Yadegar
发表日期
2013/3/18
研讨会论文
Pervasive Computing and Communications (PerCom), 2013 IEEE International Conference on
页码范围
207-215
出版商
IEEE
简介
Sleep plays a pivotal role in the quality of life, and sleep posture is related to many medical conditions such as sleep apnea. In this paper, we design a dense pressure-sensitive bedsheet for sleep posture monitoring. In contrast to existing techniques, our bedsheet system offers a completely unobtrusive method using comfortable textile sensors. Based on high-resolution pressure distributions from the bedsheet, we develop a novel framework for pressure image analysis to monitor sleep postures, including a set of geometrical features for sleep posture characterization and three sparse classifiers for posture recognition. We run a pilot study and evaluate the performance of our methods with 14 subjects to analyze 6 common postures. The experimental results show that our proposed method enables reliable sleep posture recognition and offers better overall performance than state-of-the-art methods, achieving up to …
引用总数
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学术搜索中的文章
JJ Liu, W Xu, MC Huang, N Alshurafa, M Sarrafzadeh… - 2013 IEEE international conference on pervasive …, 2013