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Context-aware MAS to support elderly people (demonstration)

Published: 04 June 2012 Publication History

Abstract

This paper presents a context-aware, multiagent system for care of the elderly. The system combines state-of-the-art sensor technologies to detect falls and other health problems, and calls for help in the case of an emergency or issues a warning in cases not needing urgent attention. When deployed at the home of an elderly person it provides them with 24-hour monitoring. Consequently, the elderly may live alone at home, even at an advanced age. The health problems are detected with six groups of agents processing the sensor data and augmenting the data with higher-level information, such as the posture of the person, his/her activity and the context of the situation's environment. The system has been tested in several live demonstrations, where it achieved an excellent performance in complex situations. The system is based on the set of agents observing the elderly person from various points of view, and combining the location and inertial sensors to provide context awareness.

References

[1]
E. Dovgan, M. Luštrek, B. Pogorelc, A. Gradišek, H. Bruger, and M. Gams. Intelligent elderly-care prototype for fall and disease detection. Slovenian Medical Journal, 80(11), 2011.
[2]
B. Kaluža, V. Mirchevska, E. Dovgan, M. Luštrek, and M. Gams. An agent-based approach to care in independent living. In AmI'10, pages 177--186, 2010.
[3]
M. Luštrek, H. Gjoreski, S. Kozina, B. Cvetković, V. Mirčevska, and M. Gams. Detecting falls with location sensors and accelerometers. In AAAI 2011, pages 1662--1667, Aug. 2011.
[4]
M. Luštrek and B. Kaluža. Fall detection and activity recognition with machine learning. Informatica, 33(2):197--204, 2009.
[5]
M. Luštrek, B. Kaluža, E. Dovgan, B. Pogorelc, and M. Gams. Behavior analysis based on coordinates of body tags. In AmI'09, pages 14--23, 2009.

Cited By

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  • (2015)Design of a Predictive Scheduling System to Improve Assisted Living Services for EldersACM Transactions on Intelligent Systems and Technology10.1145/27367006:4(1-31)Online publication date: 24-Jul-2015

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  1. Context-aware MAS to support elderly people (demonstration)

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    Published In

    cover image ACM Other conferences
    AAMAS '12: Proceedings of the 11th International Conference on Autonomous Agents and Multiagent Systems - Volume 3
    June 2012
    376 pages
    ISBN:0981738133

    Sponsors

    • The International Foundation for Autonomous Agents and Multiagent Systems: The International Foundation for Autonomous Agents and Multiagent Systems

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    International Foundation for Autonomous Agents and Multiagent Systems

    Richland, SC

    Publication History

    Published: 04 June 2012

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    Author Tags

    1. ambient assisted living
    2. ambient intelligence
    3. elderly health care
    4. fall detection
    5. general disability detection

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    AAMAS 12
    Sponsor:
    • The International Foundation for Autonomous Agents and Multiagent Systems

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    Overall Acceptance Rate 1,155 of 5,036 submissions, 23%

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    Cited By

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    • (2015)Design of a Predictive Scheduling System to Improve Assisted Living Services for EldersACM Transactions on Intelligent Systems and Technology10.1145/27367006:4(1-31)Online publication date: 24-Jul-2015

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