建物の外から電気機器の使用実態を把握するモニタリングシステム : 実家庭への適用実験 Non-Intrusive Electric Appliances Load Monitoring System : Experiment for Real Household

この論文にアクセスする

この論文をさがす

著者

    • 村田 博士 MURATA Hiroshi
    • 電力中央研究所 システム技術研究所 System Engineering Research Laboratory, Central Research Institute of Electric Power Industry
    • 小野田 崇 ONODA Takashi
    • 電力中央研究所 システム技術研究所 System Engineering Research Laboratory, Central Research Institute of Electric Power Industry
    • 中野 幸夫 NAKANO Yukio
    • 電力中央研究所 システム技術研究所 System Engineering Research Laboratory, Central Research Institute of Electric Power Industry
    • 近藤 修平 KONDO Syuhei
    • 関西電力(株)エネルギー利用技術研究所 Energy Use R&D Center, The Kansai Electric Power Co., Inc.

抄録

This paper presents applying results of four estimation algorithms of non-intrusive monitoring system for real household. We conclude that all algorithms have practicable ability. 1) support vector machine(SVM): SVM was used to estimate ON/OFF states for fluorescent and refrigerator. SVM has the performance equivalent to best performance of sigmoid function networks(SFN). However, SVM has high estimating ability constantly. 2) RBF networks(RBFN): RBFN was used to estimate power consumption for air conditioner. RBFN has the performance equivalent to best performance of SFN. However, RBFN has high estimating ability constantly. 3) step change detection method(SCD): SCD was used to estimate ON/OFF states and power consumption for IH cooking range. SCD does not need the necessary learning process for SFN and has higher estimating ability than SFN. 4) spectrum reference method(SRM): SRM was used to estimate working conditions for rice cocker and washing machine. SRM is able to estimate these working conditions that cannot be estimated by earlier methods.

収録刊行物

  • 電気学会論文誌. C, 電子・情報・システム部門誌 = The transactions of the Institute of Electrical Engineers of Japan. C, A publication of Electronics, Information and System Society

    電気学会論文誌. C, 電子・情報・システム部門誌 = The transactions of the Institute of Electrical Engineers of Japan. C, A publication of Electronics, Information and System Society 124(9), 1874-1880, 2004-09-01

    一般社団法人 電気学会

参考文献:  6件中 1-6件 を表示

被引用文献:  13件中 1-13件 を表示

各種コード

  • NII論文ID(NAID)
    10013538810
  • NII書誌ID(NCID)
    AN10065950
  • 本文言語コード
    JPN
  • 資料種別
    ART
  • ISSN
    03854221
  • NDL 記事登録ID
    7076968
  • NDL 雑誌分類
    ZN31(科学技術--電気工学・電気機械工業)
  • NDL 請求記号
    Z16-795
  • データ提供元
    CJP書誌  CJP引用  NDL  J-STAGE 
ページトップへ