BioWatch: Estimation of Heart and Breathing Rates from Wrist Motions
Continued developments of sensor technology including hardware miniaturization and increased sensitivity have enabled the development of less intrusive methods to monitor physiological parameters during daily life. In this work, we present methods to recover cardiac and respiratory parameters using...
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| Format: | Article |
| Language: | en_US |
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EAI
2017
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| Online Access: | http://hdl.handle.net/1721.1/110541 https://orcid.org/0000-0001-9504-5217 https://orcid.org/0000-0002-5661-0022 |
| _version_ | 1811085450485432320 |
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| author | Hernandez Rivera, Javier McDuff, Daniel Jonathan Picard, Rosalind W. |
| author2 | Massachusetts Institute of Technology. Media Laboratory |
| author_facet | Massachusetts Institute of Technology. Media Laboratory Hernandez Rivera, Javier McDuff, Daniel Jonathan Picard, Rosalind W. |
| author_sort | Hernandez Rivera, Javier |
| collection | MIT |
| description | Continued developments of sensor technology including hardware miniaturization and increased sensitivity have enabled the development of less intrusive methods to monitor physiological parameters during daily life. In this work, we present methods to recover cardiac and respiratory parameters using accelerometer and gyroscope sensors on the wrist. We demonstrate accurate measurements in a controlled laboratory study where participants (n = 12) held three different positions (standing up, sitting down and lying down) under relaxed and aroused conditions. In particular, we show it is possible to achieve a mean absolute error of 1.27 beats per minute (STD: 3.37) for heart rate and 0.38 breaths per minute (STD: 1.19) for breathing rate when comparing performance with FDA-cleared sensors. Furthermore, we show comparable performance with a state-of-the-art wrist-worn heart rate monitor, and when monitoring heart rate of three individuals during two consecutive nights of in-situ sleep measurements. |
| first_indexed | 2024-09-23T13:09:47Z |
| format | Article |
| id | mit-1721.1/110541 |
| institution | Massachusetts Institute of Technology |
| language | en_US |
| last_indexed | 2024-09-23T13:09:47Z |
| publishDate | 2017 |
| publisher | EAI |
| record_format | dspace |
| spelling | mit-1721.1/1105412022-10-01T13:27:38Z BioWatch: Estimation of Heart and Breathing Rates from Wrist Motions Hernandez Rivera, Javier McDuff, Daniel Jonathan Picard, Rosalind W. Massachusetts Institute of Technology. Media Laboratory Program in Media Arts and Sciences (Massachusetts Institute of Technology) Hernandez Rivera, Javier McDuff, Daniel Jonathan Picard, Rosalind W. Continued developments of sensor technology including hardware miniaturization and increased sensitivity have enabled the development of less intrusive methods to monitor physiological parameters during daily life. In this work, we present methods to recover cardiac and respiratory parameters using accelerometer and gyroscope sensors on the wrist. We demonstrate accurate measurements in a controlled laboratory study where participants (n = 12) held three different positions (standing up, sitting down and lying down) under relaxed and aroused conditions. In particular, we show it is possible to achieve a mean absolute error of 1.27 beats per minute (STD: 3.37) for heart rate and 0.38 breaths per minute (STD: 1.19) for breathing rate when comparing performance with FDA-cleared sensors. Furthermore, we show comparable performance with a state-of-the-art wrist-worn heart rate monitor, and when monitoring heart rate of three individuals during two consecutive nights of in-situ sleep measurements. National Science Foundation (U.S.) (CCF-1029585) Samsung (Firm). Think Tank Team MIT Media Lab Consortium 2017-07-07T17:31:27Z 2017-07-07T17:31:27Z 2015-08 Article http://purl.org/eprint/type/ConferencePaper 2411-7145 http://hdl.handle.net/1721.1/110541 Hernandez, Javier, Daniel McDuff, and Rosalind Picard. “BioWatch: Estimation of Heart and Breathing Rates from Wrist Motions.” EAI Endorsed Transactions on Pervasive Health and Technology 15(3) (2015). https://orcid.org/0000-0001-9504-5217 https://orcid.org/0000-0002-5661-0022 en_US http://dx.doi.org/10.4108/icst.pervasivehealth.2015.259064 EAI Endorsed Transactions on Pervasive Health and Technology Creative Commons Attribution-Noncommercial-Share Alike http://creativecommons.org/licenses/by-nc-sa/4.0/ application/pdf EAI MIT web domain |
| spellingShingle | Hernandez Rivera, Javier McDuff, Daniel Jonathan Picard, Rosalind W. BioWatch: Estimation of Heart and Breathing Rates from Wrist Motions |
| title | BioWatch: Estimation of Heart and Breathing Rates from Wrist Motions |
| title_full | BioWatch: Estimation of Heart and Breathing Rates from Wrist Motions |
| title_fullStr | BioWatch: Estimation of Heart and Breathing Rates from Wrist Motions |
| title_full_unstemmed | BioWatch: Estimation of Heart and Breathing Rates from Wrist Motions |
| title_short | BioWatch: Estimation of Heart and Breathing Rates from Wrist Motions |
| title_sort | biowatch estimation of heart and breathing rates from wrist motions |
| url | http://hdl.handle.net/1721.1/110541 https://orcid.org/0000-0001-9504-5217 https://orcid.org/0000-0002-5661-0022 |
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