Publication detail
Behavioral Patterns Identification in Smart-Home Application
VĚCHET, S. HRBÁČEK, J. RŮŽIČKA, M. MAŠEK, P. KREJSA, J.
English title
Behavioral Patterns Identification in Smart-Home Application
Type
conference paper
Language
en
Original abstract
Detection of behavioral patterns in human everyday life is main idea behind self-learning control system used for controling of a thermostat in a smart house. We use a probabilistic naive Bayessian filter in long-term experiments to recognize patterns in human behaviour. Such patterns are used in the control system to automatically adjusting a temperature in experimental room. The main advantage of such method is no needs for manual setup, the control system is naturally self-learned from the user.
English abstract
Detection of behavioral patterns in human everyday life is main idea behind self-learning control system used for controling of a thermostat in a smart house. We use a probabilistic naive Bayessian filter in long-term experiments to recognize patterns in human behaviour. Such patterns are used in the control system to automatically adjusting a temperature in experimental room. The main advantage of such method is no needs for manual setup, the control system is naturally self-learned from the user.
Keywords in English
Pattern recognition, Naive Bayessian Filter, Machine learning, Smart thermostat.
Released
08.06.2016
Publisher
Brno University of Technology
Location
Brno
ISBN
978-80-214-5365-4
Book
Mender 2016 - 22nd International Conference on Soft Computing
Pages from–to
149–152
Pages count
4
BIBTEX
@inproceedings{BUT127362,
author="Stanislav {Věchet} and Jan {Hrbáček} and Michal {Růžička} and Petr {Mašek} and Jiří {Krejsa},
title="Behavioral Patterns Identification in Smart-Home Application",
booktitle="Mender 2016 - 22nd International Conference on Soft Computing",
year="2016",
month="June",
pages="149--152",
publisher="Brno University of Technology",
address="Brno",
isbn="978-80-214-5365-4"
}