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Authors: Megumi Fujita 1 ; Yu Fujimoto 2 and Yasuhiro Hayashi 1

Affiliations: 1 Graduate School of Advanced Science and Engineering, Waseda University, Tokyo, Japan ; 2 Advanced Collaborative Research Organization for Smart Society, Waseda University, Tokyo, Japan

Keyword(s): Nonintrusive Appliance Load Monitoring, Gaussian-Softmax Restricted Boltzmann Machine, Gaussian Mixture Model, Reservoir Computing.

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.

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Paper citation in several formats:
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; ISSN 2184-433X, SciTePress, pages 902-909. DOI: 10.5220/0009164109020909

@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},
issn={2184-433X},
}

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
IS - 2184-433X
AU - Fujita, M.
AU - Fujimoto, Y.
AU - Hayashi, Y.
PY - 2020
SP - 902
EP - 909
DO - 10.5220/0009164109020909
PB - SciTePress

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