Evaluation of Sigfox LPWAN for sensor-enabled homes to identify at risk community dwelling seniors

It is projected that Singapore will become superaged (where 20% of its population will comprise seniors) by 2025. Although various community programs are available to promote active ageing among seniors who are well, provide befriending services for seniors at risk of isolation and care and support...

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Main Authors: TAN, Crys, TAN, Hwee-pink
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Language:English
Published: Institutional Knowledge at Singapore Management University 2019
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Online Access:https://ink.library.smu.edu.sg/sis_research/6868
https://ink.library.smu.edu.sg/context/sis_research/article/7871/viewcontent/08990768.pdf
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spelling sg-smu-ink.sis_research-78712022-02-07T11:12:08Z Evaluation of Sigfox LPWAN for sensor-enabled homes to identify at risk community dwelling seniors TAN, Crys TAN, Hwee-pink It is projected that Singapore will become superaged (where 20% of its population will comprise seniors) by 2025. Although various community programs are available to promote active ageing among seniors who are well, provide befriending services for seniors at risk of isolation and care and support for frail and vulnerable seniors, it is not easy to differentiate between `well' seniors and `at risk' seniors. While privacy-preserving z-wave based sensor-enabled homes have been piloted in 100 homes of seniors living alone and have been successful in the timely detection of at-risk seniors, they have limited scalability due to high costs, reliability issues and high maintenance needs. In this paper, we experimentally evaluate Sigfox-based sensor-enabled homes for detecting of at-risk seniors, benchmark our results against the incumbent system, and study the tradeoffs between battery lifespan and detection accuracy. From the evaluation, we observe that while maintaining a similar battery lifespan, the Sigfox-based system is able to match the accuracy in detecting at-risk seniors at a fraction of the cost of the incumbent sensor system. 2019-10-01T07:00:00Z text application/pdf https://ink.library.smu.edu.sg/sis_research/6868 info:doi/10.1109/LCN44214.2019.8990768 https://ink.library.smu.edu.sg/context/sis_research/article/7871/viewcontent/08990768.pdf http://creativecommons.org/licenses/by-nc-nd/4.0/ Research Collection School Of Computing and Information Systems eng Institutional Knowledge at Singapore Management University at risk community dwelling seniors; LPWAN; sensor-enabled homes; Sigfox; system costs; system lifespan Databases and Information Systems
institution Singapore Management University
building SMU Libraries
continent Asia
country Singapore
Singapore
content_provider SMU Libraries
collection InK@SMU
language English
topic at risk community dwelling seniors; LPWAN; sensor-enabled homes; Sigfox; system costs; system lifespan
Databases and Information Systems
spellingShingle at risk community dwelling seniors; LPWAN; sensor-enabled homes; Sigfox; system costs; system lifespan
Databases and Information Systems
TAN, Crys
TAN, Hwee-pink
Evaluation of Sigfox LPWAN for sensor-enabled homes to identify at risk community dwelling seniors
description It is projected that Singapore will become superaged (where 20% of its population will comprise seniors) by 2025. Although various community programs are available to promote active ageing among seniors who are well, provide befriending services for seniors at risk of isolation and care and support for frail and vulnerable seniors, it is not easy to differentiate between `well' seniors and `at risk' seniors. While privacy-preserving z-wave based sensor-enabled homes have been piloted in 100 homes of seniors living alone and have been successful in the timely detection of at-risk seniors, they have limited scalability due to high costs, reliability issues and high maintenance needs. In this paper, we experimentally evaluate Sigfox-based sensor-enabled homes for detecting of at-risk seniors, benchmark our results against the incumbent system, and study the tradeoffs between battery lifespan and detection accuracy. From the evaluation, we observe that while maintaining a similar battery lifespan, the Sigfox-based system is able to match the accuracy in detecting at-risk seniors at a fraction of the cost of the incumbent sensor system.
format text
author TAN, Crys
TAN, Hwee-pink
author_facet TAN, Crys
TAN, Hwee-pink
author_sort TAN, Crys
title Evaluation of Sigfox LPWAN for sensor-enabled homes to identify at risk community dwelling seniors
title_short Evaluation of Sigfox LPWAN for sensor-enabled homes to identify at risk community dwelling seniors
title_full Evaluation of Sigfox LPWAN for sensor-enabled homes to identify at risk community dwelling seniors
title_fullStr Evaluation of Sigfox LPWAN for sensor-enabled homes to identify at risk community dwelling seniors
title_full_unstemmed Evaluation of Sigfox LPWAN for sensor-enabled homes to identify at risk community dwelling seniors
title_sort evaluation of sigfox lpwan for sensor-enabled homes to identify at risk community dwelling seniors
publisher Institutional Knowledge at Singapore Management University
publishDate 2019
url https://ink.library.smu.edu.sg/sis_research/6868
https://ink.library.smu.edu.sg/context/sis_research/article/7871/viewcontent/08990768.pdf
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