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A dense pressure sensitive bedsheet design for unobtrusive sleep posture monitoring

Publication ,  Conference
Liu, JJ; Xu, W; Huang, MC; Alshurafa, N; Sarrafzadeh, M; Raut, N; Yadegar, B
Published in: 2013 IEEE International Conference on Pervasive Computing and Communications, PerCom 2013
July 18, 2013

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 83.0% precision and 83.2% recall on average. © 2013 IEEE.

Duke Scholars

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2013 IEEE International Conference on Pervasive Computing and Communications, PerCom 2013

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Publication Date

July 18, 2013

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207 / 215
 

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Liu, J. J., Xu, W., Huang, M. C., Alshurafa, N., Sarrafzadeh, M., Raut, N., & Yadegar, B. (2013). A dense pressure sensitive bedsheet design for unobtrusive sleep posture monitoring. In 2013 IEEE International Conference on Pervasive Computing and Communications, PerCom 2013 (pp. 207–215). https://doi.org/10.1109/PerCom.2013.6526734
Liu, J. J., W. Xu, M. C. Huang, N. Alshurafa, M. Sarrafzadeh, N. Raut, and B. Yadegar. “A dense pressure sensitive bedsheet design for unobtrusive sleep posture monitoring.” In 2013 IEEE International Conference on Pervasive Computing and Communications, PerCom 2013, 207–15, 2013. https://doi.org/10.1109/PerCom.2013.6526734.
Liu JJ, Xu W, Huang MC, Alshurafa N, Sarrafzadeh M, Raut N, et al. A dense pressure sensitive bedsheet design for unobtrusive sleep posture monitoring. In: 2013 IEEE International Conference on Pervasive Computing and Communications, PerCom 2013. 2013. p. 207–15.
Liu, J. J., et al. “A dense pressure sensitive bedsheet design for unobtrusive sleep posture monitoring.” 2013 IEEE International Conference on Pervasive Computing and Communications, PerCom 2013, 2013, pp. 207–15. Scopus, doi:10.1109/PerCom.2013.6526734.
Liu JJ, Xu W, Huang MC, Alshurafa N, Sarrafzadeh M, Raut N, Yadegar B. A dense pressure sensitive bedsheet design for unobtrusive sleep posture monitoring. 2013 IEEE International Conference on Pervasive Computing and Communications, PerCom 2013. 2013. p. 207–215.

Published In

2013 IEEE International Conference on Pervasive Computing and Communications, PerCom 2013

DOI

Publication Date

July 18, 2013

Start / End Page

207 / 215