A Genetic Neural Network Approach for Unusual Behavior Prediction in Smart Home

Zaineb Liouane 1 Tayeb Lemlouma 2 Philippe Roose 3 Frédéric Weis 4 Hassani Messaoud 1
1 ENIM - MONASTIR - Ecole Nationale d'Ingénieurs de Monastir
2 IRISA - Institut de Recherche en Informatique et Systèmes Aléatoires
3 LIUPPA - Laboratoire Informatique de l'Université de Pau et des Pays de l'Adour
4 TACOMA - TAngible COMputing Architectures
Inria Rennes – Bretagne Atlantique , IRISA-D2 - RÉSEAUX, TÉLÉCOMMUNICATION ET SERVICES
Abstract : Detect efficiently the activities of daily living of elderly people at home in order to provide a secure life and to intervene in the necessary time is an important problem we propose here an improved artificial neural network model. As we need an efficient prediction model, we propose a recurrent output neural network model (RO-NN) combined with a genetic algorithm (GA) which surely monitors and predicts the state of the concerned elderly person. Furthermore, we propose a prediction algorithm “Unusual Behavior Algorithm (UBA)” dedicated to detect the unusual activities and hold us account in the dangerous state.
Keywords : Sensors Smart spaces Elderly Unusual Behavior Algorithm Abrnomal behavior Recurrent Output Neural Network
Document type :
Conference papers
Liste complète des métadonnées

Cited literature [17 references]  Display  Hide  Download
https://hal.inria.fr/hal-01462993
Contributor : Tayeb Lemlouma <>
Submitted on : Thursday, February 9, 2017 - 12:05:49 PM
Last modification on : Sunday, April 7, 2019 - 3:00:39 PM
Document(s) archivé(s) le : Wednesday, May 10, 2017 - 1:16:37 PM

File

paper_103.pdf
Files produced by the author(s)

Identifiers

Collections

TICE | UNIV-PAU | INSTITUT-TELECOM | UNIV-RENNES1 | INRIA | IRISA | UR1-UFR-ISTIC | UNIV-RENNES | LIUPPA | INSA-GROUPE | IRISA-D2

Citation

Zaineb Liouane, Tayeb Lemlouma, Philippe Roose, Frédéric Weis, Hassani Messaoud. A Genetic Neural Network Approach for Unusual Behavior Prediction in Smart Home. 16th International Conference on Intelligent Systems Design and Applications, Dec 2016, Porto, Portugal. pp.738-748, ⟨10.1007/978-3-319-53480-0_73⟩. ⟨hal-01462993⟩

Export

BibTeX TEI DC DCterms EndNote

Share

Metrics

Record views

502

Files downloads

204

Contact


archive-ouverte@inria.fr