BreathPro: Monitoring breathing mode during running with earables

Running is a popular and accessible form of aerobic exercise, significantly benefiting our health and wellness. By monitoring a range of running parameters with wearable devices, runners can gain a deep understanding of their running behavior, facilitating performance improvement in future runs. Amo...

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Main Authors: HU, Changshuo, KANDAPPU, Thivya, LIU, Yang, MASCOLO, Cecilia, MA, Dong
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Language:English
Published: Institutional Knowledge at Singapore Management University 2024
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Online Access:https://ink.library.smu.edu.sg/sis_research/8813
https://ink.library.smu.edu.sg/context/sis_research/article/9816/viewcontent/3659607_pvoa_cc_by.pdf
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Institution: Singapore Management University
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spelling sg-smu-ink.sis_research-98162024-10-17T05:55:43Z BreathPro: Monitoring breathing mode during running with earables HU, Changshuo KANDAPPU, Thivya LIU, Yang MASCOLO, Cecilia MA, Dong Running is a popular and accessible form of aerobic exercise, significantly benefiting our health and wellness. By monitoring a range of running parameters with wearable devices, runners can gain a deep understanding of their running behavior, facilitating performance improvement in future runs. Among these parameters, breathing, which fuels our bodies with oxygen and expels carbon dioxide, is crucial to improving the efficiency of running. While previous studies have made substantial progress in measuring breathing rate, exploration of additional breathing monitoring during running is still lacking. In this work, we fill this gap by presenting BreathPro, the first breathing mode monitoring system for running. It leverages the in-ear microphone on earables to record breathing sounds and combines the out-ear microphone on the same device to mitigate external noises, thereby enhancing the clarity of in-ear breathing sounds. BreathPro incorporates a suite of well-designed signal processing and machine learning techniques to enable breathing mode detection with superior accuracy. We implemented BreathPro as a smartphone application and demonstrated its energy-efficient and real-time execution. 2024-05-01T07:00:00Z text application/pdf https://ink.library.smu.edu.sg/sis_research/8813 info:doi/10.1145/3659607 https://ink.library.smu.edu.sg/context/sis_research/article/9816/viewcontent/3659607_pvoa_cc_by.pdf http://creativecommons.org/licenses/by/4.0/ Research Collection School Of Computing and Information Systems eng Institutional Knowledge at Singapore Management University Audio Processing Breathing Analysis Breathing Mode Earables Running Monitoring Software Engineering Sports Studies
institution Singapore Management University
building SMU Libraries
continent Asia
country Singapore
Singapore
content_provider SMU Libraries
collection InK@SMU
language English
topic Audio Processing
Breathing Analysis
Breathing Mode
Earables
Running Monitoring
Software Engineering
Sports Studies
spellingShingle Audio Processing
Breathing Analysis
Breathing Mode
Earables
Running Monitoring
Software Engineering
Sports Studies
HU, Changshuo
KANDAPPU, Thivya
LIU, Yang
MASCOLO, Cecilia
MA, Dong
BreathPro: Monitoring breathing mode during running with earables
description Running is a popular and accessible form of aerobic exercise, significantly benefiting our health and wellness. By monitoring a range of running parameters with wearable devices, runners can gain a deep understanding of their running behavior, facilitating performance improvement in future runs. Among these parameters, breathing, which fuels our bodies with oxygen and expels carbon dioxide, is crucial to improving the efficiency of running. While previous studies have made substantial progress in measuring breathing rate, exploration of additional breathing monitoring during running is still lacking. In this work, we fill this gap by presenting BreathPro, the first breathing mode monitoring system for running. It leverages the in-ear microphone on earables to record breathing sounds and combines the out-ear microphone on the same device to mitigate external noises, thereby enhancing the clarity of in-ear breathing sounds. BreathPro incorporates a suite of well-designed signal processing and machine learning techniques to enable breathing mode detection with superior accuracy. We implemented BreathPro as a smartphone application and demonstrated its energy-efficient and real-time execution.
format text
author HU, Changshuo
KANDAPPU, Thivya
LIU, Yang
MASCOLO, Cecilia
MA, Dong
author_facet HU, Changshuo
KANDAPPU, Thivya
LIU, Yang
MASCOLO, Cecilia
MA, Dong
author_sort HU, Changshuo
title BreathPro: Monitoring breathing mode during running with earables
title_short BreathPro: Monitoring breathing mode during running with earables
title_full BreathPro: Monitoring breathing mode during running with earables
title_fullStr BreathPro: Monitoring breathing mode during running with earables
title_full_unstemmed BreathPro: Monitoring breathing mode during running with earables
title_sort breathpro: monitoring breathing mode during running with earables
publisher Institutional Knowledge at Singapore Management University
publishDate 2024
url https://ink.library.smu.edu.sg/sis_research/8813
https://ink.library.smu.edu.sg/context/sis_research/article/9816/viewcontent/3659607_pvoa_cc_by.pdf
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