Article | Proceedings of The 59th Conference on Simulation and Modelling (SIMS 59), 26-28 September 2018, Oslo Metropolitan University, Norway | Occupancy and Daily Activity Event Modelling in Smart Homes for Older Adults with Mild Cognitive Impairment or Dementia Linköping University Electronic Press Conference Proceedings
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Title:
Occupancy and Daily Activity Event Modelling in Smart Homes for Older Adults with Mild Cognitive Impairment or Dementia
Author:
Flávia Dias Casagrande: Department of Electronic Engineering, OsloMet - Oslo Metropolitan University, Norway Evi Zouganeli: Department of Electronic Engineering, OsloMet - Oslo Metropolitan University, Norway
DOI:
10.3384/ecp18153236
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Full text (pdf)
Year:
2018
Conference:
Proceedings of The 59th Conference on Simulation and Modelling (SIMS 59), 26-28 September 2018, Oslo Metropolitan University, Norway
Issue:
153
Article no.:
033
Pages:
236-242
No. of pages:
7
Publication type:
Abstract and Fulltext
Published:
2018-11-19
ISBN:
978-91-7685-494-5
Series:
Linköping Electronic Conference Proceedings
ISSN (print):
1650-3686
ISSN (online):
1650-3740
Publisher:
Linköping University Electronic Press, Linköpings universitet


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In this paper we present event anticipation and prediction of sensor data in a smart home environment with a limited number of sensors. Data is collected from a real home with one resident. We apply two state-of-the-art Markovbased prediction algorithms Active LeZi and SPEED and analyse their performance with respect to a number of parameters, including the size of the training and testing set, the size of the prediction window, and the number of sensors. The model is built based on a training dataset and subsequently tested on a separate test dataset. An accuracy of 75% is achieved when using SPEED while 53% is achieved when using Active LeZi.

Keywords: smart home, prediction models, sensor data, occupancy modelling, event modelling

Proceedings of The 59th Conference on Simulation and Modelling (SIMS 59), 26-28 September 2018, Oslo Metropolitan University, Norway

Author:
Flávia Dias Casagrande, Evi Zouganeli
Title:
Occupancy and Daily Activity Event Modelling in Smart Homes for Older Adults with Mild Cognitive Impairment or Dementia
DOI:
http://dx.doi.org/10.3384/ecp18153236
References:
No references available

Proceedings of The 59th Conference on Simulation and Modelling (SIMS 59), 26-28 September 2018, Oslo Metropolitan University, Norway

Author:
Flávia Dias Casagrande, Evi Zouganeli
Title:
Occupancy and Daily Activity Event Modelling in Smart Homes for Older Adults with Mild Cognitive Impairment or Dementia
DOI:
https://doi.org10.3384/ecp18153236
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Last updated: 2019-06-04