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Development of Reduction Method of Management Cost in Mud-slide Detection Sensor Network

Research Project

Project/Area Number 22700111
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeSingle-year Grants
Research Field Media informatics/Database
Research InstitutionRitsumeikan University

Principal Investigator

HARADA Fumiko  立命館大学, 情報理工学部, 講師 (30454515)

Project Period (FY) 2010-04-01 – 2014-03-31
Project Status Completed (Fiscal Year 2013)
Budget Amount *help
¥3,900,000 (Direct Cost: ¥3,000,000、Indirect Cost: ¥900,000)
Fiscal Year 2013: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2012: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2011: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2010: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Keywords自然現象観測・予測 / リモートセンシング / コスト縮減 / 情報基礎 / 情報システム / センサネットワーク / データマイニング / 運用コスト削減 / コスト削減
Research Abstract

Against mud-slide disasters of slope caused by rainfall, the sensor network system that measures the pore-water pressure and rainfall at each position of the slope has been studied. However, the system has a problem that the management cost is high. The cost is brought by (a) maintaining sensor nodes to exchanging battery and to repair, and (b) analyzing sensor data to manually determine the numeric parameters to predict mud-slides. To reduce these costs, we develop the following methods: (1) optimization method of the sampling rate by trading-off between sensor data quality and battery lifetime, (2) categorization method of sensor nodes based on similarity of sensor data to reduce maintenance times and target sensor nodes for analysis, and (3) mud-slide prediction method with automatic calculation of prediction parameters. We also conducted the experiment to verify the effectiveness of the developed methods with actual data.

Report

(5 results)
  • 2013 Annual Research Report   Final Research Report ( PDF )
  • 2012 Annual Research Report
  • 2011 Annual Research Report
  • 2010 Annual Research Report
  • Research Products

    (9 results)

All 2011 2010

All Journal Article (1 results) (of which Peer Reviewed: 1 results) Presentation (8 results)

  • [Journal Article] Reducing Mainenance Cost of Mud Slide Prediction System with Categorization of Sensor Data in Sensor Network2011

    • Author(s)
      Kazuya Kato, Yusuke Yokota, Fumiko Harada, Hiromitsu Shimakawa
    • Journal Title

      International Journal of Advanced Computer Science

      Volume: Vol.1, No.4 Pages: 127-133

    • Related Report
      2013 Final Research Report 2011 Annual Research Report
    • Peer Reviewed
  • [Presentation] 疲労検知に有効な加速度センサの組み合わせ評価2011

    • Author(s)
      加藤和弥,原田史子,島川博光
    • Organizer
      情報科学技術フォーラム
    • Place of Presentation
      函館大学(北海道)
    • Year and Date
      2011-09-09
    • Related Report
      2013 Final Research Report
  • [Presentation] 疲労検知に有効な加速度センサの組み合わせ評価2011

    • Author(s)
      加藤和弥, 原田史子, 島川博光
    • Organizer
      情報科学技術フォーラム(FIT2011)
    • Place of Presentation
      函館大学(北海道)
    • Year and Date
      2011-09-09
    • Related Report
      2011 Annual Research Report
  • [Presentation] Maintenance Cost of Mud Slide Prediction System with Categorization of Sensor Data in Sensor Network2010

    • Author(s)
      Kazuya Kato, Yusuke Yokota, Fumiko Harada, Hiromitsu Shimakawa
    • Organizer
      2010 3rd International Conference on Computer and Electrical Engineering(ICCEE 2010)
    • Place of Presentation
      電子科技大学(成都・中国)
    • Year and Date
      2010-11-17
    • Related Report
      2010 Annual Research Report
  • [Presentation] 斜面防災のための基準値変動を考慮したセンサ値の飽和領域抽出2010

    • Author(s)
      中小路公通・島川博光・原田史子
    • Organizer
      第9回情報科学技術フォーラム
    • Place of Presentation
      九州大学伊都キャンパス(福岡県)
    • Year and Date
      2010-09-09
    • Related Report
      2013 Final Research Report
  • [Presentation] 斜面防災のための基準値変動を考慮したセンサ値の飽和領域抽出2010

    • Author(s)
      中小路公通・島川博光・原田史子
    • Organizer
      第9回情報科学技術フォーラム(FIT2010)
    • Place of Presentation
      九州大学 伊都キャンパス(福岡)
    • Year and Date
      2010-09-09
    • Related Report
      2010 Annual Research Report
  • [Presentation] 斜面防災ネットワークにおけるデータ品質に基づくセンシング間隔最適化2010

    • Author(s)
      藤井宣久・埜口良太・原田史子・島川博光
    • Organizer
      第9回情報科学技術フォーラム
    • Place of Presentation
      九州大学伊都キャンパス(福岡県)
    • Year and Date
      2010-09-07
    • Related Report
      2013 Final Research Report
  • [Presentation] 斜面防災ネットワークにおけるデータ品質に基づくセンシング間隔最適化2010

    • Author(s)
      藤井宣久・埜口良太・原田史子・島川博光
    • Organizer
      第9回情報科学技術フォーラム(FIT2010)
    • Place of Presentation
      九州大学 伊都キャンパス(福岡)
    • Year and Date
      2010-09-07
    • Related Report
      2010 Annual Research Report
  • [Presentation] Maintenance Cost of Mud Slide Prediction System with Categorization of Sensor Data in Sensor Network2010

    • Author(s)
      Kazuya Kato, Yusuke Yokota, Fumiko Harada, Hiromitsu Shimakawa
    • Organizer
      2010 3rd International Conference on Computer and Electrical Engineering
    • Place of Presentation
      電子科技大学(成都・中国)
    • Related Report
      2013 Final Research Report

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Published: 2010-08-23   Modified: 2019-07-29  

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