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Self-healing sensor data for wireless sensor networks

Research Project

Project/Area Number 26330098
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Software
Research InstitutionNational Institute of Informatics

Principal Investigator

Tei Kenji  国立情報学研究所, アーキテクチャ科学研究系, 准教授 (40434295)

Co-Investigator(Kenkyū-buntansha) 本位田 真一  国立情報学研究所, アーキテクチャ科学研究系, 教授 (70332153)
Project Period (FY) 2014-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000)
Fiscal Year 2016: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2015: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2014: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
Keywords自己修復 / センサーネットワーク / センサデータ
Outline of Final Research Achievements

We proposed a self-healing technique to automatically correct data faults in sensor readings obtained from wireless sensor network. Sensor data naturally includes data faults and the faults should be corrected as much as possible in order to prevent depraving estimation accuracy caused by the faults. Recent studies showed that there are some well-known types of faults, and that faults will increase during operating of systems. In this research, we proposed scalable self-healing techniques that automatically identify, classify, and correct sensor faults to eliminate faults without human intervention.

Report

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

    (23 results)

All 2017 2016 2015 2014 Other

All Int'l Joint Research (6 results) Journal Article (4 results) (of which Int'l Joint Research: 2 results,  Peer Reviewed: 4 results) Presentation (13 results) (of which Int'l Joint Research: 4 results,  Invited: 1 results)

  • [Int'l Joint Research] University of Groningen(オランダ)

    • Related Report
      2016 Annual Research Report
  • [Int'l Joint Research] University of Cantabria(スペイン)

    • Related Report
      2016 Annual Research Report
  • [Int'l Joint Research] Buenos Aires University(アルゼンチン)

    • Related Report
      2016 Annual Research Report
  • [Int'l Joint Research] Imperial College London(英国)

    • Related Report
      2016 Annual Research Report
  • [Int'l Joint Research] Groningen University(オランダ)

    • Related Report
      2015 Research-status Report
  • [Int'l Joint Research] University of Cantabria(スペイン)

    • Related Report
      2015 Research-status Report
  • [Journal Article] A Comparative Analysis of Machine Learning Algorithms for Faults Detection in Wireless Sensor Networks2017

    • Author(s)
      Ehsan Ullah Warriach, and Kenji Tei
    • Journal Title

      International Journal of Sensor Networks (IJSNet)

      Volume: 24(1) Pages: 1-13

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] A Comparative Analysis of Machine Learning Algorithms for Faults Detection2016

    • Author(s)
      Ehsan Ullah Warriach, and Kenji Tei
    • Journal Title

      International Journal of Sensor Networks (IJSNet)

      Volume: Vol.20 No.4 Pages: 1-13

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] EVMを利用したDBCアプリケーションのための適応フレームワーク2015

    • Author(s)
      末永俊一郎, 鄭顕志
    • Journal Title

      情報処理学会論文誌

      Volume: Vol.56, No.5 Pages: 1363-1376

    • NAID

      170000130647

    • Related Report
      2015 Research-status Report
    • Peer Reviewed
  • [Journal Article] Model-Driven-Development-based Stepwise Software Development Process for Wireless Sensor Networks2015

    • Author(s)
      Kenji Tei, Ryo Shimizu, Yoshiaki Fukazawa, Shinichi Honiden
    • Journal Title

      IEEE Transactions on Systems, Man, and Cybernetics: Systems

      Volume: 45 (4) Issue: 4 Pages: 675-687

    • DOI

      10.1109/tsmc.2014.2360506

    • Related Report
      2015 Research-status Report 2014 Research-status Report
    • Peer Reviewed
  • [Presentation] Learning Environment Model at Runtime for Self-Adaptive Systems2017

    • Author(s)
      Moeka Tanabe, Kenji Tei, Yoshiaki Fukazawa, and Shinichi Honiden
    • Organizer
      the 32nd ACM SIGAPP Symposium On Applied Computing (SAC2017)
    • Place of Presentation
      Marrakesh, Morocco
    • Year and Date
      2017-04-04
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 自己適応システムのための実行時環境モデル学習手法2016

    • Author(s)
      Moeka Tanabe, Kenji Tei, Yoshiaki Fukazawa and Shinichi Honiden
    • Organizer
      合同エージェントワークショップ&シンポジウム2016 (JAWS2016)
    • Place of Presentation
      岐阜
    • Year and Date
      2016-09-15
    • Related Report
      2016 Annual Research Report
  • [Presentation] 合同エージェントワークショップ&シンポジウム2016 (JAWS2016)2016

    • Author(s)
      Masaki Katae, Kenji Tei, Yoshiaki Fukazawa and Shinichi Honiden
    • Organizer
      合同エージェントワークショップ&シンポジウム2016 (JAWS2016)
    • Place of Presentation
      羽島,岐阜
    • Year and Date
      2016-09-15
    • Related Report
      2016 Annual Research Report
  • [Presentation] Assured and Correct Dynamic Update of Controllers2016

    • Author(s)
      Leandro Nahabedian, Victor Braberman, Nicolas D’Ippolito, Shinichi Honiden, Jeff Kramer, Kenji Tei and Sebastian Uchitel
    • Organizer
      11th International Symposium on Software Engineering for Adaptive and Self-Managing Systems (SEAMS2016)
    • Place of Presentation
      Austin, USA
    • Year and Date
      2016-05-16
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Benchmark Datasets for Fault Detection and Classification in Sensor Data2016

    • Author(s)
      Bas de Bruijn, Tuan Anh Nguyen, Doina Bucur, and Kenji Tei
    • Organizer
      5th International Conference on Sensor Networks (SENSORNETS 2016)
    • Place of Presentation
      Rome, Italy
    • Year and Date
      2016-02-17
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Assured and Correct Dynamic Update of Controllers2016

    • Author(s)
      Kenji Tei with Leandro Nahabedian, Victor Braberman, Nicolas D’Ippolito, Shinichi Honiden, Jeff Kramer, and Sebastian Uchitel
    • Organizer
      Workshop on Formal and Model-Driven Techniques for Developing Trustworthy Systems (FM&MDD)
    • Place of Presentation
      東京
    • Related Report
      2016 Annual Research Report
    • Invited
  • [Presentation] 時空間データのためのメッシュベース結合・拡張型キャッシュ管理方式2015

    • Author(s)
      平山秀昭, 鄭顕志, 清雄一, 大須賀昭彦
    • Organizer
      マルチメディア,分散,協調とモバイルシンポジウム (DICOMO2015)
    • Place of Presentation
      岩手県,安比高原,ホテル安比グランド
    • Year and Date
      2015-07-08
    • Related Report
      2015 Research-status Report
  • [Presentation] A Self-healing Framework for Online Sensor Data2015

    • Author(s)
      Tuan Anh Nguyen, Marco Aiello, Takuro Yonezawa and Kenji Tei
    • Organizer
      3rd International Workshop on Self-Aware Internet of Things (Self-IoT 2015)
    • Place of Presentation
      Grenoble, France
    • Year and Date
      2015-07-07
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Toward A Portability Framework with Multi-Level Models for Wireless Sensor Network Software2014

    • Author(s)
      Ryo Shimizu, Kenji Tei, Yoshiaki Fukazawa, Shinichi Honiden
    • Organizer
      The 2014 International Conference on Smart Computing (SMARTCOMP 2014)
    • Place of Presentation
      Hong Kong, China
    • Year and Date
      2014-11-03 – 2014-11-05
    • Related Report
      2014 Research-status Report
  • [Presentation] Supporting Model Transformation Developments with Multi-Level Models: A Wireless Sensor Network Case2014

    • Author(s)
      Ryo Shimizu, Kenji Tei, Yoshiaki Fukazawa, Shinichi Honiden
    • Organizer
      the 11th International Conference Applied Computing 2014 (AC 2014)
    • Place of Presentation
      Porto, Portugal
    • Year and Date
      2014-10-25 – 2014-10-27
    • Related Report
      2014 Research-status Report
  • [Presentation] HoppingDuster : Self-adaptive Cleaning Robot based on Aerial Vehicle2014

    • Author(s)
      Kenji Tei, Shunichiro Suenaga, Shun Lee, Kazuya Aizawa, Ryuichi Takahashi, and Yoshiaki Fukazawa
    • Organizer
      The 2014 ACM International Joint Conference on Pervasive and Ubiquitous Computing (UbiComp 2014)
    • Place of Presentation
      Seattle, USA
    • Year and Date
      2014-09-13 – 2014-09-17
    • Related Report
      2014 Research-status Report
  • [Presentation] Project Management Inspired Framework for Action Selection in Wireless Sensor Networks2014

    • Author(s)
      Shunichiro Suenaga, and Kenji Tei
    • Organizer
      Asia Pacific Conference on Wireless and Mobile (APWiMob 2014)
    • Place of Presentation
      Bali, Indonesia
    • Year and Date
      2014-08-28 – 2014-08-30
    • Related Report
      2014 Research-status Report
  • [Presentation] Sample Efficiency Improvement on Neuroevolution via Estimation-Based Elimination Strategy2014

    • Author(s)
      Shengbo Xu, Yuki Inoue, Tetsunari Inamura, Hirotaka Moriguchi, Shinichi Honiden
    • Organizer
      The 13th International Conference on Autonomous Agents and Multiagent Systems (AAMAS2014)
    • Place of Presentation
      Paris, France
    • Year and Date
      2014-05-05 – 2014-05-09
    • Related Report
      2014 Research-status Report

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Published: 2014-04-04   Modified: 2018-03-22  

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