On nonintrusive monitoring of electrical appliance load via restricted Boltzmann machine with temporal reservoir

研究成果: Conference contribution

1 被引用数 (Scopus)

抄録

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.

本文言語English
ホスト出版物のタイトルICAART 2020 - Proceedings of the 12th International Conference on Agents and Artificial Intelligence
編集者Ana Rocha, Luc Steels, Jaap van den Herik
出版社SciTePress
ページ902-909
ページ数8
ISBN(電子版)9789897583957
出版ステータスPublished - 2020
イベント12th International Conference on Agents and Artificial Intelligence, ICAART 2020 - Valletta, Malta
継続期間: 2020 2 222020 2 24

出版物シリーズ

名前ICAART 2020 - Proceedings of the 12th International Conference on Agents and Artificial Intelligence
2

Conference

Conference12th International Conference on Agents and Artificial Intelligence, ICAART 2020
国/地域Malta
CityValletta
Period20/2/2220/2/24

ASJC Scopus subject areas

  • 人工知能
  • ソフトウェア

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