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Development of signal learning method by wavelet packet transform and application in identification of working appliances by their current waveform

Research Project

Project/Area Number 25330221
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Perceptual information processing
Research InstitutionYuge National College of Maritime Technology

Principal Investigator

KUZUME KOICHI  弓削商船高等専門学校, その他部局等, 教授 (80225151)

Co-Investigator(Kenkyū-buntansha) 田房 友典  弓削商船高等専門学校, その他部局等, 教授 (20321507)
Project Period (FY) 2013-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥4,680,000 (Direct Cost: ¥3,600,000、Indirect Cost: ¥1,080,000)
Fiscal Year 2016: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2015: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2014: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2013: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Keywordsウェーブレットパケット変換 / 学習 / リフティング / 稼働電気機器 / エネルギーマネージメントシステム / 消費電流波形 / 識別 / 統計量 / 信号学習法 / 分電盤 / EMS / 機械学習 / 消費電力波形 / 分電盤電流 / 評価指標 / Energy Management System
Outline of Final Research Achievements

To realize the low carbon emission society, the importance of the renewable electric generator and power conservation is recognized. The EMS (Energy Management System) which enables to actively manage both the power demand and consumption is focused. It is required to disaggregation of individual electric appliances and to estimate the amount of power consumption. In this research, we are developing a new algorithm to estimate the working appliances by using their power current data. Firstly, we derived the theory of dyadic lifting wavelet for learning the target signal and investigated statistical property of the learning parameters. Next we applied our theory to ECG signal processing and power current data. In addition to above research, we developed the prototype of the electric power saving system by sensor network.

Report

(5 results)
  • 2016 Annual Research Report   Final Research Report ( PDF )
  • 2015 Research-status Report
  • 2014 Research-status Report
  • 2013 Research-status Report
  • Research Products

    (8 results)

All 2016 2015 2014

All Journal Article (3 results) (of which Peer Reviewed: 2 results,  Acknowledgement Compliant: 2 results,  Open Access: 1 results) Presentation (5 results) (of which Int'l Joint Research: 1 results)

  • [Journal Article] Lifting Wavelet Based Signal Detection2016

    • Author(s)
      Koichi Kuzume, Tomonori Tabusa
    • Journal Title

      Proceedings of International Conference on Artificial Intelligence and Pattern Recognition (AIPR),IEEE Xplore Digital Library

      Volume: - Pages: 99-104

    • DOI

      10.1109/icaipr.2016.7585219

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Electric Power Saving Awareness System at School Using ICT2016

    • Author(s)
      Koichi Kuzume, Tomonori Tabusa
    • Journal Title

      MATEC Web of Conference

      Volume: 55 Pages: 16-16

    • DOI

      10.1051/matecconf/20165503002

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] 稼働電気機器の消費電流波形のウェーブレット解析2014

    • Author(s)
      葛目幸一
    • Journal Title

      弓削商船高等専門学校・研究紀要

      Volume: 36 Pages: 9095-9095

    • NAID

      110009732936

    • Related Report
      2013 Research-status Report
  • [Presentation] Electric Power Saving Awareness System at School Using ICT2016

    • Author(s)
      Koichi Kuzume, Tomonori Tabusa
    • Organizer
      Hong Kong Society of Mechanical Engineers
    • Place of Presentation
      Thammasat University, Thailand
    • Year and Date
      2016-03-20
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Development of Environmental Survey Robot for the Mekong River2015

    • Author(s)
      P.Supachai,K.Daosakul,T.Tabusa,T.Mukai,K.Kuzume
    • Organizer
      International Association of Computer Science and Information Technology
    • Place of Presentation
      Pattaya, Thailand
    • Year and Date
      2015-03-29
    • Related Report
      2014 Research-status Report
  • [Presentation] センサーネットワークを用いた省エネ教育支援システム2015

    • Author(s)
      澤遥香,岡田雅一,葛目幸一
    • Organizer
      電子情報通信学会総合大会
    • Place of Presentation
      立命館大学・草津キャンパス
    • Year and Date
      2015-03-12
    • Related Report
      2014 Research-status Report
  • [Presentation] Sensor network system to promote energy conservation2014

    • Author(s)
      Koichi Kuzume and Masakazu Okada
    • Organizer
      IEEE Pervasive Computing and Communications 2014
    • Place of Presentation
      Budapest
    • Related Report
      2013 Research-status Report
  • [Presentation] センサーネットワークを用いた省エネ教育支援システムの開発2014

    • Author(s)
      岡田雅一 澤遥香 田中智 西村彩 森野雄也 葛目幸一
    • Organizer
      電子情報通信学会・インターネットアーキテクチャ研究会
    • Place of Presentation
      機械振興会館(東京)
    • Related Report
      2013 Research-status Report

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Published: 2014-07-25   Modified: 2019-07-29  

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