Project Coolbit: Can your watch predict heat stress and thermal comfort sensation?
Global climate is changing as a result of anthropogenic warming, leading to higher daily excursions of temperature in cities. Such elevated temperatures have great implications on human thermal comfort and heat stress, which should be closely monitored. Current methods for heat exposure assessments...
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sg-smu-ink.soss_research-45452023-10-19T08:23:31Z Project Coolbit: Can your watch predict heat stress and thermal comfort sensation? NAZARIAN, Negin LIU, Sijie KOHLER, Manon LEE, Jason MILLER, Clayton CHOW, Winston T. L. ALHADAD, S. B. B. MARTILLI, Alberto QUINTANA, Matias SUNDEN, Lindsey NORFORD, Lindsey Global climate is changing as a result of anthropogenic warming, leading to higher daily excursions of temperature in cities. Such elevated temperatures have great implications on human thermal comfort and heat stress, which should be closely monitored. Current methods for heat exposure assessments (surveys, microclimate measurements, and laboratory experiments), however, present several limitations: measurements are scattered in time and space and data gathered on outdoor thermal stress and comfort often does not include physiological and behavioral parameters. To address these shortcomings, Project Coolbit aims to introduce a human-centric approach to thermal comfort assessments. In this study, we propose and evaluate the use of wrist-mounted wearable devices to monitor environmental and physiological responses that span a wide range of spatial and temporal distributions. We introduce an integrated wearable weather station that records a) microclimate parameters (such as air temperature and humidity), b) physiological parameters (heart rate, skin temperature and humidity), and c) subjective feedback. The feasibility of this methodology to assess thermal comfort and heat stress is then evaluated using two sets of experiments: controlled-environment physiological data collection, and outdoor environmental data collection. We find that using the data obtained through the wrist-mounted wearables, core temperature can be predicted non-invasively with 95 percent of target attainment (PTA) within 0.27C. Additionally, a direct connection between the air temperature at the wrist (Ta,w) and the perceived activity level (PAV) of individuals was drawn. We observe that with increased Ta,w, the desire for physical activity is significantly reduced, reaching "Transition only" PAV level at 36C. These assessments reveal that the wearable methodology provides a comprehensive and accurate representation of human heat exposure, which can be extended in real-time to cover a large spatial distribution in a given city and quantify the impact of heat exposure on human life. 2021-02-01T08:00:00Z text application/pdf https://ink.library.smu.edu.sg/soss_research/3285 info:doi/10.1088/1748-9326/abd130 https://ink.library.smu.edu.sg/context/soss_research/article/4545/viewcontent/Nazarian_etal_2020.pdf http://creativecommons.org/licenses/by/4.0/ Research Collection School of Social Sciences eng Institutional Knowledge at Singapore Management University heat stress thermal comfort wearable technologies personalized heat exposure urban climate Computer Sciences Environmental Sciences Place and Environment |
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heat stress thermal comfort wearable technologies personalized heat exposure urban climate Computer Sciences Environmental Sciences Place and Environment NAZARIAN, Negin LIU, Sijie KOHLER, Manon LEE, Jason MILLER, Clayton CHOW, Winston T. L. ALHADAD, S. B. B. MARTILLI, Alberto QUINTANA, Matias SUNDEN, Lindsey NORFORD, Lindsey Project Coolbit: Can your watch predict heat stress and thermal comfort sensation? |
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Global climate is changing as a result of anthropogenic warming, leading to higher daily excursions of temperature in cities. Such elevated temperatures have great implications on human thermal comfort and heat stress, which should be closely monitored. Current methods for heat exposure assessments (surveys, microclimate measurements, and laboratory experiments), however, present several limitations: measurements are scattered in time and space and data gathered on outdoor thermal stress and comfort often does not include physiological and behavioral parameters. To address these shortcomings, Project Coolbit aims to introduce a human-centric approach to thermal comfort assessments. In this study, we propose and evaluate the use of wrist-mounted wearable devices to monitor environmental and physiological responses that span a wide range of spatial and temporal distributions. We introduce an integrated wearable weather station that records a) microclimate parameters (such as air temperature and humidity), b) physiological parameters (heart rate, skin temperature and humidity), and c) subjective feedback. The feasibility of this methodology to assess thermal comfort and heat stress is then evaluated using two sets of experiments: controlled-environment physiological data collection, and outdoor environmental data collection. We find that using the data obtained through the wrist-mounted wearables, core temperature can be predicted non-invasively with 95 percent of target attainment (PTA) within 0.27C. Additionally, a direct connection between the air temperature at the wrist (Ta,w) and the perceived activity level (PAV) of individuals was drawn. We observe that with increased Ta,w, the desire for physical activity is significantly reduced, reaching "Transition only" PAV level at 36C. These assessments reveal that the wearable methodology provides a comprehensive and accurate representation of human heat exposure, which can be extended in real-time to cover a large spatial distribution in a given city and quantify the impact of heat exposure on human life. |
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NAZARIAN, Negin LIU, Sijie KOHLER, Manon LEE, Jason MILLER, Clayton CHOW, Winston T. L. ALHADAD, S. B. B. MARTILLI, Alberto QUINTANA, Matias SUNDEN, Lindsey NORFORD, Lindsey |
author_facet |
NAZARIAN, Negin LIU, Sijie KOHLER, Manon LEE, Jason MILLER, Clayton CHOW, Winston T. L. ALHADAD, S. B. B. MARTILLI, Alberto QUINTANA, Matias SUNDEN, Lindsey NORFORD, Lindsey |
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NAZARIAN, Negin |
title |
Project Coolbit: Can your watch predict heat stress and thermal comfort sensation? |
title_short |
Project Coolbit: Can your watch predict heat stress and thermal comfort sensation? |
title_full |
Project Coolbit: Can your watch predict heat stress and thermal comfort sensation? |
title_fullStr |
Project Coolbit: Can your watch predict heat stress and thermal comfort sensation? |
title_full_unstemmed |
Project Coolbit: Can your watch predict heat stress and thermal comfort sensation? |
title_sort |
project coolbit: can your watch predict heat stress and thermal comfort sensation? |
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Institutional Knowledge at Singapore Management University |
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2021 |
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https://ink.library.smu.edu.sg/soss_research/3285 https://ink.library.smu.edu.sg/context/soss_research/article/4545/viewcontent/Nazarian_etal_2020.pdf |
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