Skip to main content

Future of the Technology

  • Chapter
  • First Online:
Supportive Smart Homes

Abstract

The proceeding chapters identified challenge areas which still need to be addressed—both purely technological ones and those to improve the measurement of clinical parameters.

To summarize, the technological challenges include:

  • At the sensor level, there are challenges with precision, cost, and improving non-intrusiveness.

  • At the level of data movement, or getting data to the right place, there are ongoing challenges with the current hub varieties and how to optimize local versus central computing.

  • Cloud-based data analytics is still in its infancy, and it is unclear how data from thousands of homes will be analyzed in real time.

  • The ability of machine learning algorithms to identify anomalies is still fluctuating and needs improvement.

  • The ‘supportive’ part of supportive smart homes is just developing: “Which is the best way to notify older adults of changes in their physical and cognitive abilities?” and “Who else can have access to this information and how will it be done securely?”

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

eBook
USD 16.99
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Hardcover Book
USD 54.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

References

  • Agarwal A et al (2022a) Method to improve gait speed assessment for low frame rate AI enabled visual sensor. In: 2022a IEEE sensors applications symposium (SAS). IEEE, pp 1–6. https://doi.org/10.1109/SAS54819.2022.9881252

  • Agarwal A et al (2022b) Walking gait speed measurement using privacy respecting AI enabled visual sensor. In: 2022b IEEE international symposium on medical measurements and applications (MeMeA). IEEE, pp 1–6. https://doi.org/10.1109/MeMeA54994.2022.9856484

  • Forster P et al (2022) Assessing activities of daily living by measuring residential water use with low cost thermistors. In: 2022 IEEE international symposium on medical measurements and applications (MeMeA). IEEE, pp 1–6. https://doi.org/10.1109/MeMeA54994.2022.9856541

  • Joudeh IO et al (2019) WiFi channel state information-based recognition of sitting-down and standing-up activities. In: 2019 IEEE international symposium on medical measurements and applications (MeMeA). IEEE, pp 1–6. https://doi.org/10.1109/MeMeA.2019.8802151

  • Joudeh IO et al (2021) Location independence in machine learning classification of sitting-down and standing-up actions using wi-fi sensors. In: 2021 IEEE international symposium on medical measurements and applications (MeMeA). IEEE, pp 1–6. https://doi.org/10.1109/MeMeA52024.2021.9478778

  • Mozafari M et al (2022) Respiration rate estimation from thermal video of masked and unmasked individuals using tensor decomposition. In: 2022 IEEE international instrumentation and measurement technology conference (I2MTC). IEEE, pp 1–5. https://doi.org/10.1109/I2MTC48687.2022.9806557

  • Yuan M, Green J, Goubran R (2013) Thermal imaging for assisted living at home: improving kitchen safety. J Med Biol Eng 33:380–387. https://doi.org/10.5405/jmbe.1271

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Rights and permissions

Reprints and permissions

Copyright information

© 2024 The Author(s), under exclusive license to Springer Nature Switzerland AG

About this chapter

Check for updates. Verify currency and authenticity via CrossMark

Cite this chapter

Knoefel, F., Wallace, B., Thomas, N., Sveistrup, H., Goubran, R., Laurin, C.L. (2024). Future of the Technology. In: Supportive Smart Homes. Synthesis Lectures on Technology and Health. Springer, Cham. https://doi.org/10.1007/978-3-031-37337-4_11

Download citation

  • DOI: https://doi.org/10.1007/978-3-031-37337-4_11

  • Published:

  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-031-37336-7

  • Online ISBN: 978-3-031-37337-4

  • eBook Packages: Synthesis Collection of Technology (R0)

Publish with us

Policies and ethics