Title | ||
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RRMonitor: A Resource-Aware End-to-End System for Continuous Monitoring of Respiration Rate Using Earbuds |
Abstract | ||
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Respiration rate is considered as a critical vital sign, and daily monitoring of respiration rate could provide helpful information about any acute condition in the human body. While researchers have been exploring mobile devices for respiration rate monitoring, passive and continuous monitoring is still not feasible due to many usability challenges (e.g., active participation) in existing approaches. This paper presents an end-to-end system called RRMonitor that leverages the movement sensors from commodity earbuds to continuously monitor the respiration rate in near real-time. While developing the systems, we extensively explored some key parameters, algorithms, and approaches from existing literature that are better suited for continuous and passive respiration rate monitoring. RRMonitor can passively track the respiration rate with a mean absolute error as low as 1.64 cycles per minute without requiring active participation from the user. Clinical relevance- This work enables continuous monitoring of respiration rate during daily life that has significant potential for detecting abnormal changes in respiration rate. |
Year | DOI | Venue |
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2021 | 10.1109/EMBC46164.2021.9631109 | 2021 43RD ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE & BIOLOGY SOCIETY (EMBC) |
DocType | Volume | ISSN |
Conference | 2021 | 1557-170X |
Citations | PageRank | References |
0 | 0.34 | 0 |
Authors | ||
8 |
Name | Order | Citations | PageRank |
---|---|---|---|
Tousif Ahmed | 1 | 0 | 0.68 |
Md Mahbubur Rahman | 2 | 0 | 1.01 |
Mohsin Yusuf Ahmed | 3 | 0 | 0.34 |
Ebrahim Nemati | 4 | 0 | 0.68 |
Minh Dinh | 5 | 0 | 1.01 |
Nathan Folkman | 6 | 0 | 0.34 |
Jilong Kuang | 7 | 0 | 1.01 |
Alex Gao | 8 | 1 | 3.08 |