Skip to main content

Improving Ambient Assisted Living Through Artificial Intelligence

  • Conference paper
  • First Online:
New Knowledge in Information Systems and Technologies (WorldCIST'19 2019)

Part of the book series: Advances in Intelligent Systems and Computing ((AISC,volume 931))

Included in the following conference series:

Abstract

The longevity of the population is the result of important scientific breakthroughs in recent years. However, living longer with quality, also brings new challenges to governments, and to the society as a whole. One of the most significant consequences will be the increasing pressure on the healthcare services. Ambient Assisted Living (AAL) systems can greatly improve healthcare scalability and reach while keeping the user in their home environment. The work presented in this paper specifies, implements, and validates a smart environment system that aggregates Automation and Artificial Intelligence (AI). The specification includes a reference architecture, composed by three modules, whose tasks are to automate and standardize the collection of data, to relate and give meaning to that data and to learn from it. The system is able to identify daily living activities with different levels of complexity using a temporal logic. It enables a real time response to emergency situations and also a long term analysis of the user daily routine useful to induce healthier lifestyles. The implementation addresses the applications and techniques used in the development of a functional prototype. To demonstrate the system operation three use cases with increasing levels of complexity are proposed and validated. A discussion on related projects is also included, specifically on automation applications, Knowledge Representation (KR) and Machine Learning (ML).

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

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 169.00
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 219.99
Price excludes VAT (USA)
  • Compact, lightweight 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

  1. UN. Ageing. http://www.un.org/en/sections/issues-depth/ageing/. Accessed 2 Nov 2017

  2. Domoticz. Domoticz. https://domoticz.com/. Accessed 1 Nov 2017

  3. Jeedom. Jeedom. http://www.jeedom.com/. Accessed 1 Nov 2017

  4. OpenHAB. OpenHAB. http://www.openhab.org/. Accessed 1 Nov 2017

  5. Dimitrievski, A., Zdravevski, E., Lameski, P., Trajkovik, V.: A survey of ambient assisted living systems: challenges and opportunities. In: Proceedings of the 2016 IEEE 12th International Conference on Intelligent Computer Communication and Processing, ICCP 2016, pp. 49–53 (2016)

    Google Scholar 

  6. Peng, L., Chen, L., Wu, X., Guo, H., Chen, G.: Topic model based hierarchical complex activity representation and recognition with classifier level fusion. In: Proceedings of the International Conference on Ubiquitous Computing (UbiComp), vol. 9294(c), pp. 1–11 (2016)

    Google Scholar 

  7. Munoz-Organero, M., Lotfi, A.: Human movement recognition based on the stochastic characterisation of acceleration data. Sensors (Switzerland) 16(9), 1–16 (2016)

    Article  Google Scholar 

  8. Chen, L., Nugent, C.D., Wang, H.: A knowledge-driven approach to activity recognition in smart homes. IEEE Trans. Knowl. Data Eng. 24(6), 961–974 (2012)

    Article  Google Scholar 

  9. Stavropoulos, T.G., Meditskos, G., Kompatsiaris, I.: DemaWare2: integrating sensors, multimedia and semantic analysis for the ambient care of dementia. Pervasive Mob. Comput. 34, 126–145 (2016)

    Article  Google Scholar 

  10. Frasincar, F., Milea, V., Kaymak, U.: TOWL: integrating time in OWL. In: Semantic Web Information Management: A Model-Based Perspective, pp. 225–246 (2010)

    Google Scholar 

  11. Batsakis, S., Petrakis, E.G.M., Tachmazidis, I., Antoniou, G.: Temporal representation and reasoning in OWL 2. Semantic Web 8(6), 981–1000 (2017)

    Article  Google Scholar 

  12. W3. Time Ontology in OWL. www.w3.org/TR/owl-time/. Accessed 4 May 2016

  13. Allen, J.F.: Maintaining knowledge about temporal intervals. Commun. ACM 26(11), 832–843 (1983)

    Article  MATH  Google Scholar 

  14. Frank, E., Hall, M.A., Witten, I.H.: The WEKA Workbench, 4th edn., pp. 553–571. Morgan Kaufmann, San Francisco (2016)

    Google Scholar 

  15. JUnit. JUnit 5. https://junit.org/junit5/. Accessed 5 Apr 2017

Download references

Acknowledgements

This work was partially funded by: project QVida+, Estimação Contínua de Qualidade de Vida para Auxílio Eficaz á Decisão Clínica, NORTE-01-0247-FEDER-003446, supported by Norte Portugal Regional Operational Programe (NORTE 2020), under the PORTUGAL 2020 Partnership Agreement, through the European Regional Development Fund (ERDF); and by FCT-Fundação para a Ciência e Tecnologia in the scope of the strategic project LIACC-Artificial Intelligence and Computer Science Laboratory (PEst-UID/CEC/00027/2013); and by Fundação Ensino e Cultura Fernando Pessoa.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Pedro Sobral .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2019 Springer Nature Switzerland AG

About this paper

Check for updates. Verify currency and authenticity via CrossMark

Cite this paper

Miguez, A., Soares, C., Torres, J.M., Sobral, P., Moreira, R.S. (2019). Improving Ambient Assisted Living Through Artificial Intelligence. In: Rocha, Á., Adeli, H., Reis, L., Costanzo, S. (eds) New Knowledge in Information Systems and Technologies. WorldCIST'19 2019. Advances in Intelligent Systems and Computing, vol 931. Springer, Cham. https://doi.org/10.1007/978-3-030-16184-2_12

Download citation

Publish with us

Policies and ethics