Publication result detail

Behavioral Patterns Identification in Smart-Home Application

VĚCHET, S.; HRBÁČEK, J.; RŮŽIČKA, M.; MAŠEK, P.; KREJSA, J.

Original Title

Behavioral Patterns Identification in Smart-Home Application

English Title

Behavioral Patterns Identification in Smart-Home Application

Type

Paper in proceedings (conference paper)

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

Pattern recognition, Naive Bayessian Filter, Machine learning, Smart thermostat.

Key words in English

Pattern recognition, Naive Bayessian Filter, Machine learning, Smart thermostat.

Authors

VĚCHET, S.; HRBÁČEK, J.; RŮŽIČKA, M.; MAŠEK, P.; KREJSA, J.

RIV year

2017

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

149

Pages to

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",
  pages="149--152",
  publisher="Brno University of Technology",
  address="Brno",
  isbn="978-80-214-5365-4"
}