On Nonintrusive Monitoring of Electrical Appliance Load Via Restricted Boltzmann Machine with Temporal Reservoir

Megumi Fujita, Yu Fujimoto, Yasuhiro Hayashi

Abstract

This study proposes a nonintrusive appliance load monitoring framework for estimation of the power consumptions of individual residential appliances by using aggregated total consumption based on Gaussian-softmax restricted Boltzmann machine with temporal reservoir. The proposed method is expected to estimate the hidden states of the appliances well by coding the current situation in the nonlinear temporal dynamics of the power consumption in the reservoir units so as to estimate the appliance-wise consumptions well. The accuracy of the proposed framework is evaluated by using real-world power consumption data sets.

Download


Paper Citation


in Harvard Style

Fujita M., Fujimoto Y. and Hayashi Y. (2020). On Nonintrusive Monitoring of Electrical Appliance Load Via Restricted Boltzmann Machine with Temporal Reservoir.In Proceedings of the 12th International Conference on Agents and Artificial Intelligence - Volume 2: ICAART, ISBN 978-989-758-395-7, pages 902-909. DOI: 10.5220/0009164109020909


in Bibtex Style

@conference{icaart20,
author={Megumi Fujita and Yu Fujimoto and Yasuhiro Hayashi},
title={On Nonintrusive Monitoring of Electrical Appliance Load Via Restricted Boltzmann Machine with Temporal Reservoir},
booktitle={Proceedings of the 12th International Conference on Agents and Artificial Intelligence - Volume 2: ICAART,},
year={2020},
pages={902-909},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0009164109020909},
isbn={978-989-758-395-7},
}


in EndNote Style

TY - CONF

JO - Proceedings of the 12th International Conference on Agents and Artificial Intelligence - Volume 2: ICAART,
TI - On Nonintrusive Monitoring of Electrical Appliance Load Via Restricted Boltzmann Machine with Temporal Reservoir
SN - 978-989-758-395-7
AU - Fujita M.
AU - Fujimoto Y.
AU - Hayashi Y.
PY - 2020
SP - 902
EP - 909
DO - 10.5220/0009164109020909