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...

Full description

Saved in:
Bibliographic Details
Main Authors: 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
Format: text
Language:English
Published: Institutional Knowledge at Singapore Management University 2021
Subjects:
Online Access: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
Tags: Add Tag
No Tags, Be the first to tag this record!
Institution: Singapore Management University
Language: English
id sg-smu-ink.soss_research-4545
record_format dspace
spelling 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
institution Singapore Management University
building SMU Libraries
continent Asia
country Singapore
Singapore
content_provider SMU Libraries
collection InK@SMU
language English
topic heat stress
thermal comfort
wearable technologies
personalized heat exposure
urban climate
Computer Sciences
Environmental Sciences
Place and Environment
spellingShingle 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?
description 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.
format text
author 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
author_sort 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?
publisher Institutional Knowledge at Singapore Management University
publishDate 2021
url 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
_version_ 1781793977709625344