L’instrumentation de l’habitat est un potentiel de développements technologiques et industriels identifié depuis plus de trente ans, qui a progressivement affiché plusieurs ambitions : de l’idée de domotique à celle d’habitat intelligent. Cet article s’attache au volet « sécurisation des biens et des personnes » en considérant particulièrement le cas de la nécessaire surveillance des personnes « fragiles » à domicile. Deux étapes de développements sont rappelées et caractérisées : l’instrumentation non intrusive de l’habitat, puis le mixage d’une instrumentation couplée de l’habitat et de l’usager. Les principes technologiques sont décrits et l’on peut conclure que les technologies sont prêtes pour une diffusion large et rapide, si l’organisation sociale accepte de répondre aux besoins d’une surveillance sécuritaire fonctionnant 24 h/24, avec toutes les garanties qui s’imposent. L’article envisage ensuite plus prospectivement les chemins de progrès que la R&D est en train d’emprunter via la mise en œuvre des technologies de l’Intelligence Artificielle (IA) pour modéliser les habitudes comportementales et décisionnelles de l’usager et les porter sur le téléphone portable. Celui-ci deviendrait, dans la pratique, un robot auxiliaire porté d’aide aux décisions, dont la fonction pourrait être complémentairement et utilement embarquée sur un robot compagnon pour y exploiter les capacités de mobilités autonomes et dirigées.
The instrumentation of housing is a potential for technological and industrial developments identified for more than thirty years, which has progressively displayed several ambitions: from the idea of home automation to that of smart home. This article focuses on the securing of goods and people, particularly considering the case of “frail” people monitoring at home. Two stages of development are reminded and characterized: the nonobtrusive instrumentation of the housing, then the mixing of a coupled instrumentation of the housing and the user. The technological principles are described and it can be concluded that the technologies are ready for a wide and rapid diffusion, if the social organization agrees to meet the needs of 24 h/7 d security surveillance, with all the guarantees that it offers. The article then considers more prospectively the paths of progress that R&D is taking through the implementation of Artificial Intelligence (AI) technologies to model the behavioral and decision-making habits of the user and their integration on a mobile phone. It could be considered, in practice, as an embedded auxiliary robot for decision support, whose function could be complementary and usefully embedded on a companion robot to exploit the capabilities of autonomous and directed mobility.
Accepté le :
Publié le :
Keywords: Connected home, instrumentation, elderly, frailty, decision support, artificial intelligence, robotics, embedded systems.
Éric Campo 1, 2 ; Damien Brulin 1 ; Daniel Estève 1 ; Marie Chan 1
@article{ROIA_2023__4_1_107_0, author = {\'Eric Campo and Damien Brulin and Daniel Est\`eve and Marie Chan}, title = {Apport de l{\textquoteright}intelligence artificielle dans la surveillance des personnes fragiles \`a domicile}, journal = {Revue Ouverte d'Intelligence Artificielle}, pages = {107--127}, publisher = {Association pour la diffusion de la recherche francophone en intelligence artificielle}, volume = {4}, number = {1}, year = {2023}, doi = {10.5802/roia.52}, language = {fr}, url = {https://roia.centre-mersenne.org/articles/10.5802/roia.52/} }
TY - JOUR AU - Éric Campo AU - Damien Brulin AU - Daniel Estève AU - Marie Chan TI - Apport de l’intelligence artificielle dans la surveillance des personnes fragiles à domicile JO - Revue Ouverte d'Intelligence Artificielle PY - 2023 SP - 107 EP - 127 VL - 4 IS - 1 PB - Association pour la diffusion de la recherche francophone en intelligence artificielle UR - https://roia.centre-mersenne.org/articles/10.5802/roia.52/ DO - 10.5802/roia.52 LA - fr ID - ROIA_2023__4_1_107_0 ER -
%0 Journal Article %A Éric Campo %A Damien Brulin %A Daniel Estève %A Marie Chan %T Apport de l’intelligence artificielle dans la surveillance des personnes fragiles à domicile %J Revue Ouverte d'Intelligence Artificielle %D 2023 %P 107-127 %V 4 %N 1 %I Association pour la diffusion de la recherche francophone en intelligence artificielle %U https://roia.centre-mersenne.org/articles/10.5802/roia.52/ %R 10.5802/roia.52 %G fr %F ROIA_2023__4_1_107_0
Éric Campo; Damien Brulin; Daniel Estève; Marie Chan. Apport de l’intelligence artificielle dans la surveillance des personnes fragiles à domicile. Revue Ouverte d'Intelligence Artificielle, Volume 4 (2023) no. 1, pp. 107-127. doi : 10.5802/roia.52. https://roia.centre-mersenne.org/articles/10.5802/roia.52/
[1] A review of smart homes – Past, present, and future, IEEE Transactions on Systems, Man, and Cybernetics, Part C (Applications and Reviews), Volume 42 (2012) no. 6, pp. 1190-1203 | DOI
[2] Gérontechnologies et contrôle de l’environnement au service du maintien à domicile : le projet GERHOME, Gérontologie et société, Volume 34 (2011) no. 1, pp. 119-131 | DOI
[3] Learning patterns in ambient intelligence environments : a survey, Artificial Intelligence Review, Volume 34 (2010) no. 1, pp. 35-51 | DOI
[4] Conditions d’acceptabilité d’une technologie de domotique dans les contextes professionnels de service, Communication management, Volume 14 (2017) no. 2, pp. 53-80 | DOI
[5] ENRICHME integration of ambient intelligence and robotics for AAL, Wellbeing AI : From Machine Learning to Subjectivity Oriented Computing (AAAI 2017 Spring Symposium), Stanford, CA (2017)
[6] An extended PROSAFE platform for elderly monitoring at home, 29th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBEC 2007), Lyon (2007), pp. 4056-4059 | DOI
[7] PROSAFE-extended, a telemedicine platform to contribute to medical diagnosis, Journal of Telemedicine and Telecare, Volume 14 (2008) no. 3, pp. 116-118 | DOI
[8] Ambient intelligence for monitoring Alzheimer patients, International Journal of E-Health and Medical Communications, Volume 4 (2013) no. 1, pp. 23-35 | DOI
[9] Evaluation of waist-mounted tri-axial accelerometer based fall-detection algorithms during scripted and continuous unscripted activities, Journal of Biomechanics, Volume 43 (2010) no. 15, pp. 3051-3057 | DOI
[10] Projet Sm@rtFOX. Pour un habitat interconnecté au service de l’homme (2015) (Rapport de Contrat : Projet Sm@rtFOX. Rapport scientifique)
[11] Learning life habits and practices : an issue to the smart home, 4st International Conference On Smart homes and health Telematic, Smart homes and beyond, ICOST’2006, Belfast, Irlande (2006), pp. 355-358
[12] Remote monitoring of elderly in rural zones using multisensors system and satellite communication, International Conference On Smart homes and health Telematics -– ICOST2008, Gerontechnology : Enhancing the Quality of Life for Rural Elders, Iowa State University (2008)
[13] A smart sensing device for monitoring the frail people at home, Conference of ISOCS-MiNaB-ICT-MNBS, Otranto, Italie (2016)
[14] Intégration multifonctionnelle pour un habitat intelligent : spécifications des détecteurs de présence et perspectives, Technique et Science Informatiques, Volume 27 (2008) no. 7, pp. 823-850 | DOI
[15] Remote monitoring platforms for prevention and detection of elderly deviant behavior, International Conference E-Medical Systems, Fes, Maroc (2010)
[16] Instrumented insole for weight measurement of frail people, International Conference on PErvasive Technologies Related to Assistive Environments (PETRA), Corfu, Grèce (2015) | DOI
[17] Sensors, wearable devices, intelligent networks and smart homecare for health, IRBM BioMedical Engineering and Research, Special Issue : Digital technologies for healthcare, Volume 34 (2013) no. 1, pp. 11-13 | DOI
[18] Alarm communication network to assist carers of the elderly for safety purposes : a survey of a project, International Journal of Rehabilitation Research, Volume 22 (1998), pp. 131-136 | DOI
[19] Assessment of elderly activity using a home monitoring systems, International Journal of Rehabilitation Research, Volume 28 (2005) no. 1, pp. 69-75 | DOI
[20] Validation of a remote monitoring system for the elderly : Application to mobility measurement, Technology and Health Care, Volume 10 (2002) no. 5, pp. 391-399 | DOI
[21] A review of smart homes – Present state and future challenges, Computer Methods and Programs in Biomedicine, Volume 91 (2008), pp. 55-81 | DOI
[22] Smart House Automation System for the Elderly and the Disabled, 1995 International Conference on Systems, Man and Cybernetics, Intelligent system for the 21st century, Volume 2, Vancouver (1995), pp. 1586-1589 | DOI
[23] Design and evaluation of a smart insole : Application for continuous monitoring of frail people at home, Expert Systems with Applications, Volume 95 (2018), pp. 57-71 | DOI
[24] Elder Tracking and Fall Detection System using Smart Tiles, IEEE Sensors Journal, Institute of Electrical and Electronics Engineers, Volume 17 (2017) no. 2, pp. 469-479 | DOI
[25] Comment les aînés appréhendent-ils les gérontechnologies ? (2014) (Balises, Journal des cadres d’Énéo, mouvement social des aînés. Trimestriel n° 46 | Mai-Juin-Juillet 2014)
[26] Home Camera-Based Fall Detection System for the Elderly, Sensors, Volume 17 (2017) no. 12, 2864 | DOI
[27] Technologies for an aging society : a systematic review of “smart home” applications, Yearbook of medical informatics, Volume 17 (2008) no. 1, pp. 33-40 | DOI
[28] Multi-sensor acquisition, data fusion, knowledge mining and alarm triggering in health smart homes for elderly people, Comptes Rendus Biologies, Volume 325 (2002) no. 6, pp. 673-682 | DOI
[29] ElliQ : Le robot pour les séniors, 2017 (https://www.tomsguide.fr/elliq-le-robot-pour-le-seniors/)
[30] Conclusions de la commission d’experts habitat Intelligent (1997) (Rapport CNRS-SPI, Développement des Soins à Domicile)
[31] Improving Supervised Classification of Activities of Daily Living Using Prior Knowledge, International Journal of E-Health and Medical Communications (IJEHMC), Volume 2 (2011) no. 1, pp. 17-34 | DOI
[32] Frailty in older adults : evidence for a phenotype, The Journals of Gerontology Series A : Biological Sciences and Medical Sciences, Volume 56 (2001) no. 3, pp. 146-156 | DOI
[33] IoT-aided robotics applications : Technological implications, target domains and open issues, Computer Communications, Volume 54 (2014), pp. 32-47 | DOI
[34] Design, integration and characterization of a tracking patch : application to elderly monitoring, Journal of EHealth Telecommunication Systems and Networks, Volume 5 (2016) no. 3, pp. 57-74 | DOI
[35] The use of ehealth and m-health tools in health promotion and primary prevention among older adults : a systematic literature review, BMC Health Services Research, Volume 16 (2016), 290 | DOI
[36] Spatial Representation and Reasoning for HumanRobot Collaboration, Proceedings of AAAI Conference (2007), pp. 1554-1559
[37] Review of fall detection techniques : A data availability perspective, Medical Engineering & Physics, Volume 39 (2017), pp. 12-22 | DOI
[38] Challenges for Service Robots – Requirements of Elderly Adults with Cognitive Impairments, Frontiers in Neurology, Volume 8 (2017), p. 228 | DOI
[39] Supervised machine learning : A review of classification techniques, Emerging artificial intelligence applications in computer engineering, Volume 160 (2007), pp. 3-24
[40] Smart homes and home health monitoring technologies for older adults : A systematic review, International journal of medical informatics, Volume 91 (2016), pp. 44-59 | DOI
[41] Long-term follow-up of physical activity behavior in older adults, Health Psychology, Volume 26 (2007) no. 3, pp. 375-380 | DOI
[42] Human activities of daily living recognition using fuzzy logic for elderly home monitoring, IEEE International Conference on Fuzzy Systems, Jeju Island (2009), pp. 2001-2006 | DOI
[43] The case for the narrative brain, Proceedings of the second Australasian conference on Interactive entertainment (2005), pp. 145-149
[44] User-adaptive fall detection for patients using wristband, 2016 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Daejeon (2016), pp. 480-486 | DOI
[45] A Telematic System Tool For Home Health Care, 14th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Volume 3 (1992) | DOI
[46] Pour une intelligence artificielle maîtrisée, utile et démystifiée (2017) (Office parlementaire d’évaluation des choix scientifiques et technologiques, n° 464 tome I http://www.senat.fr/notice-rapport/2016/r16-464-2-notice.html)
[47] A Survey on Wearable Sensor-Based Systems for Health Monitoring and Prognosis, IEEE Transactions on Systems, Man, and Cybernetics, Part C (Applications and Reviews), Volume 40 (2010) no. 1, pp. 1-12 | DOI
[48] A smart insole to promote healthy aging for frail elderly individuals : specifications, design, and preliminary results, JMIR Rehabilitation and Assistive Technologies, Volume 2 (2015) no. 1, E5 | DOI
[49] Télé-vigilance (https://www.predical-services.fr/)
[50] Reactions to a Remote-Controlled Video-Communication Robot in Seniors’ Homes : A Pilot Study of Feasibility and Acceptance, Telemed J E Health, Volume 18 (2012) no. 10, pp. 755-759 | DOI
[51] Téléassistance Senioradom (https://www.senioradom.com/)
[52] Fall detection algorithm for the elderly using acceleration sensors on the shoes, 2011 Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Boston, MA (2011), pp. 4935-4938 | DOI
[53] Référentiel et guide d’évaluation, 2013
[54] Smart insole sensors for sports and rehabilitation, Proceedings of SPIE – The International Society for Optical Engineering, Volume 9060 (2014) | DOI
[55] Revue des technologies de la santé (2018) (SPH Editions, https://www.techniques-hospitalieres.fr/)
[56] Service Otono-me (https://www.telegrafik.fr/)
[57] Integrated Information technologies for patients remote follow up and home care, International Conference of HealthCom, L’Aquila, Italie (2001), pp. 3-15
[58] World Population Prospects : The 2017 Revision, Key Findings and Advance Tables, ESA/P/WP/248 (2017) (https://reliefweb.int/sites/reliefweb.int/files/resources/WPP2017_KeyFindings.pdf)
[59] Big Data, Smart Homes and Ambient Assisted Living, Yearbook Medical Informatics, Volume 9 (2014) no. 1, pp. 143-149
[60] Monitoring elderly activities at home, Gerontechnology, Volume 9 (2010) no. 2, p. 263-263 | DOI
Cité par Sources :