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Multi-person sleeping respiration monitoring with COTS WiFi devices

  • Hong Kong Polytechnic University
  • University of Science and Technology of China

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

Recently, non-intrusive respiration monitoring has attracted much attention. Many respiration monitoring systems using the commercial off-the-shelf WiFi devices have been developed. However, these systems mainly have difficulties in the presence of multiple persons. The difficulty generally comes from the separation of the effects of multiple persons’ respiration on the received WiFi signals. Another problem is that even though the separation can be feasible with some complicated algorithms, it is still impossible to map the multiple identified respiration states to the corresponding persons. In this paper, we study the problem of multi-person sleeping respiration monitoring and try to address the above challenges. Instead of focusing on developing complicated signal processing algorithms, we take another approach: via the deployment of WiFi transceivers. The key insight comes from the WiFi Fresnel zone model, which indicates that a carefully placed WiFi transceiver may only be affected by the person in a certain location. Furthermore, we consider the sleeping movements of people as well as the sleeping posture change to improve the robustness of the system. Extensive experiments show that we can successfully estimate the respiration rate of multiple persons, with the Mean Absolute Error (MAE) of 0.5 bpm − 1 bpm.

源语言英语
主期刊名Proceedings - 15th IEEE International Conference on Mobile Ad Hoc and Sensor Systems, MASS 2018
出版商Institute of Electrical and Electronics Engineers Inc.
37-45
页数9
ISBN(电子版)9781538655801
DOI
出版状态已出版 - 6 12月 2018
活动15th IEEE International Conference on Mobile Ad Hoc and Sensor Systems, MASS 2018 - Chengdu, 中国
期限: 9 10月 201812 10月 2018

出版系列

姓名Proceedings - 15th IEEE International Conference on Mobile Ad Hoc and Sensor Systems, MASS 2018

会议

会议15th IEEE International Conference on Mobile Ad Hoc and Sensor Systems, MASS 2018
国家/地区中国
Chengdu
时期9/10/1812/10/18

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