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Realization of Long-Term Monitoring by a Home-Use Autonomous Mobile Robot Using Concept Drift Modeling

Research Project

Project/Area Number 24650070
Research Category

Grant-in-Aid for Challenging Exploratory Research

Allocation TypeSingle-year Grants
Research Field Intelligent informatics
Research InstitutionKyushu University

Principal Investigator

SUZUKI Einoshin  九州大学, システム情報科学研究科(研究院, 教授 (10251638)

Co-Investigator(Renkei-kenkyūsha) TAKANO Shigeru  九州大学, 大学院システム情報科学研究院, 助教 (70336064)
BOUBOU Somar  九州大学, 大学院システム生命科学府, 博士課程学生
SUGAYA Shinsuke  九州大学, 大学院システム情報科学研究院, 博士課程学生
TAKAYAMA Daisuke  九州大学, 大学院システム情報科学研究院, 修士課程学生
DEGUCHI Yutaka  九州大学, 大学院システム情報科学研究院, 修士課程学生
Project Period (FY) 2012-04-01 – 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: ¥1,950,000 (Direct Cost: ¥1,500,000、Indirect Cost: ¥450,000)
Fiscal Year 2012: ¥1,950,000 (Direct Cost: ¥1,500,000、Indirect Cost: ¥450,000)
Keywords人見守り / 異常姿勢発見 / 否定顔検知 / 普及型自律移動ロボット / データストリームマイニング / 代表例選択
Research Abstract

We have succeeded in constructing low-cost, small autonomous mobile robots which monitor the target person indoor during a long term excluding occasions such as battery replacements and estimate physical and psychological changes. There are two kinds of robots. One kind (4 robots) was constructed from components and the other kind (2 robots) is based on a robot kit. Each robot of any kind is equipped with a notebook PC and a Kinect device. We have developed two kinds of human posture monitoring applications and a face monitoring application. The former, which aims at preventing falls, incrementally clusters a huge number of observed skeleton data and discovers dangerous postures which are mutually similar. The latter is motivated by psychological pain detection and detects negative faces which were discovered by clustering. We have also made achievements in relevant research.

Report

(3 results)
  • 2013 Annual Research Report   Final Research Report ( PDF )
  • 2012 Research-status Report
  • Research Products

    (43 results)

All 2014 2013 2012 Other

All Journal Article (19 results) (of which Peer Reviewed: 11 results) Presentation (18 results) Remarks (6 results)

  • [Journal Article] Facial Expression Data Constructed with Kinect and their Clustering Stability2014

    • Author(s)
      Angdy Erna, Linli Yu, Kaikai Zhao, Wei Chen, and Einoshin Suzuki
    • Journal Title

      Active Media Technology, Lecture Notes in Computer Science 8610 (AMT 2014), Springer-Verlag

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Skeleton Clustering by Autonomous Mobile Robots for Subtle Fall Risk Discovery2014

    • Author(s)
      Yutaka Deguchi, Einoshin Suzuki
    • Journal Title

      Foundations of Intelligent Systems, Lecture Notes in Artificial Intelligence (ISMIS 2014), Springer-Verlag

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Multiple-Robot Monitoring System Based on a Service-Oriented DBMS2014

    • Author(s)
      Yutaka Deguchi, Daisuke Takayama, Shigeru Takano, Vasile-Marian Scuturici, Jean-Marc Petit, Einoshin Suzuki
    • Journal Title

      Proc. Seventh ACM International Conference on Pervasive Technologies Related to Assistive Environments (PETRA 2014)

    • Related Report
      2013 Final Research Report
  • [Journal Article] Towards Facilitating the Development of a Monitoring System with Autonomous Mobile Robots2014

    • Author(s)
      Einoshin Suzuki, Yutaka Deguchi, Daisuke Takayama, Shigeru Takano, Vasile-Marian Scuturici, Jean-Marc Petit
    • Journal Title

      Information Search, Integration and Personalization (Post-Proceedings of 2013 International Workshop on Information Search, Integration, and Personalization)

      Volume: 印刷中

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Multiple-Robot Monitoring System Based on a Service-Oriented DBMS2014

    • Author(s)
      Yutaka Deguchi, Daisuke Takayama, Shigeru Takano, Vasile-Marian Scuturici, Jean-Marc Petit, Einoshin Suzuki
    • Journal Title

      Proc. Seventh International Conference on Pervasive Technologies Related to Assistive Environments (PETRA 2014)

      Volume: 印刷中

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Harnessing Skeleton Clustering with Instability Features for Fall Risk Discovery2014

    • Author(s)
      Yutaka Deguchi, Einoshin Suzuki
    • Journal Title

      Foundations of Intelligent Systems, Lecture Notes in Artificial Intelligence (ISMIS 2014)

      Volume: 印刷中

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Towards Facilitating the Development of a Monitoring System with Autonomous Mobile Robots2013

    • Author(s)
      Einoshin Suzuki, Yutaka Deguchi, Daisuke Takayama, Shigeru Takano, Vasile-Marian Scuturici, and Jean-Marc Petit
    • Journal Title

      Information Search, Integration and Personalization (Post-Proceedings of 2013 International Workshop on Information Search, Integration, and Personalization), CCIS, Springer

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Fast Adaptive Object Detection towards a Smart Environment by Mobile Robots2013

    • Author(s)
      Shigeru Takano, Ilya Loshchilov, David Meunier, Michele Sebag, and Einoshin Suzuki
    • Journal Title

      Ambient Intelligence (AmI 2013), LNCS 8309, Springer-Verlag

      Pages: 182-197

    • Related Report
      2013 Final Research Report
  • [Journal Article] Time-sensitive Classification of Behavioral Data2013

    • Author(s)
      Shin Ando and Einoshin Suzuki
    • Journal Title

      Proc. Thirteenth SIAM International Conference on Data Mining (SDM 2013)

      Pages: 458-466

    • Related Report
      2013 Final Research Report
  • [Journal Article] Time-sensitive Classification of Behavioral Data2013

    • Author(s)
      Shin Ando, Einoshin Suzuki
    • Journal Title

      Proc. Thirteenth SIAM International Conference on Data Mining (SDM 2013)

      Volume: N/A Pages: 458-466

    • DOI

      10.1137/1.9781611972832.51

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Query by Committee in a Heterogeneous Environment2012

    • Author(s)
      Hao Shao, Bin Tong, and Einoshin Suzuki
    • Journal Title

      Advanced Data Mining and Applications (ADMA 2012), LNAI 7713, Springer

      Pages: 186-198

    • Related Report
      2013 Final Research Report
  • [Journal Article] Predicting the State of a Person by an Office-Use Autonomous Mobile Robot2012

    • Author(s)
      Asuki Kouno, Daisuke Takayama, Einoshin Suzuki
    • Journal Title

      Proc. 2012 IEEE/WIC/ACM International Conference on Intelligent Agent Technology (IAT 2012)

      Pages: 80-84

    • Related Report
      2013 Final Research Report 2012 Research-status Report
  • [Journal Article] Data Squashing for HSV Subimages by an Autonomous Mobile Robot2012

    • Author(s)
      Einoshin Suzuki, Emi Matsumoto, Asuki Kouno
    • Journal Title

      Discovery Science (DS 2012), LNAI 7569, Springer-Verlag

      Pages: 95-109

    • Related Report
      2013 Final Research Report
  • [Journal Article] Intelligent Data Analysis by a Home-Use Human Monitoring Robot2012

    • Author(s)
      Shinsuke Sugaya, Daisuke Takayama, Asuki Kouno, Einoshin Suzuki
    • Journal Title

      Advances in Intelligent Data Analysis XI - 11th International Symposium (IDA 2012), LNCS 7619, Springer-Verlag

      Pages: 381-391

    • Related Report
      2013 Final Research Report
  • [Journal Article] Direct Value Learning : a Preference-Based Approach to Reinforcement Learning2012

    • Author(s)
      David Meunier, Yutaka Deguchi, Riad Akrour, Einoshin Suzuki, Marc Schoenauer, Michele Sebag
    • Journal Title

      Proc. ECAI-12 Workshop on Preference Learning : Problems and Applications in AI (PL-12)

      Pages: 42-47

    • Related Report
      2013 Final Research Report
  • [Journal Article] Intelligent Data Analysis by a Home-Use Human Monitoring Robot2012

    • Author(s)
      Shinsuke Sugaya, Daisuke Takayama, Asuki Kouno, Einoshin Suzuki
    • Journal Title

      Advances in Intelligent Data Analysis XI - 11th International Symposium (IDA 2012), LNCS, Springer-Verlag

      Volume: 7619 Pages: 381-391

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Data Squashing for HSV Subimages by an Autonomous Mobile Robot2012

    • Author(s)
      Einoshin Suzuki, Emi Matsumoto, Asuki Kouno
    • Journal Title

      Discovery Science (DS 2012), LNAI, Springer-Verlag

      Volume: 7569 Pages: 95-109

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Query by Committee in a Heterogeneous Environment2012

    • Author(s)
      Hao Shao, Bin Tong, Einoshin Suzuki
    • Journal Title

      Advanced Data Mining and Applications (ADMA 2012), LNAI, Springer

      Volume: 7713 Pages: 186-198

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Direct Value Learning: a Preference-Based Approach to Reinforcement Learning2012

    • Author(s)
      David Meunier, Yutaka Deguchi, Riad Akrour, Einoshin Suzuki, Marc Schoenauer, Michele Sebag
    • Journal Title

      Proc. ECAI-12 Workshop on Preference Learning: Problems and Applications in AI (PL-12)

      Volume: N/A Pages: 42-47

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Presentation] Facial Expression Data Constructed with Kinect and their Clustering Stability2014

    • Author(s)
      Angdy Erna
    • Organizer
      2014 International Conference on Active Media Technology (AMT 2014)
    • Place of Presentation
      Warsaw
    • Related Report
      2013 Final Research Report
  • [Presentation] Skeleton Clustering by Autonomous Mobile Robots for Subtle Fall Risk Discovery2014

    • Author(s)
      Yutaka Deguchi
    • Organizer
      21st International Symposium on Methodologies for Intelligent Systems (ISMIS 2014)
    • Place of Presentation
      Roskilde, Denmark
    • Related Report
      2013 Final Research Report
  • [Presentation] Multiple-Robot Monitoring System Based on a Service-Oriented DBMS2014

    • Author(s)
      Yutaka Deguchi
    • Organizer
      Seventh ACM International Conference on Pervasive Technologies Related to Assistive Environments (PETRA 2014)
    • Place of Presentation
      Rhodes Island, Greece
    • Related Report
      2013 Final Research Report
  • [Presentation] Multiple-Robot Monitoring System Based on a Service-Oriented DBMS2014

    • Author(s)
      Yutaka Deguchi
    • Organizer
      7th International Conference on PErvasive Technologies Related to Assistive Environments
    • Place of Presentation
      Rhodes, Greece
    • Related Report
      2013 Annual Research Report
  • [Presentation] Harnessing Skeleton Clustering with Instability Features for Fall Risk Discovery2014

    • Author(s)
      Yutaka Deguchi
    • Organizer
      21st International Symposium on Methodologies for Intelligent Systems
    • Place of Presentation
      Roskilde, Denmark
    • Related Report
      2013 Annual Research Report
  • [Presentation] Fast Adaptive Object Detection towards a Smart Environment by Mobile Robots2013

    • Author(s)
      Shigeru Takano
    • Organizer
      Fourth International Joint Conference on Ambient Intelligence (AmI 2013)
    • Place of Presentation
      Dublin
    • Related Report
      2013 Final Research Report
  • [Presentation] Towards Facilitating the Development of a Monitoring System with Autonomous Mobile Robots2013

    • Author(s)
      Einoshin Suzuki
    • Organizer
      2013 International Workshop on Information Search, Integration, and Personalization (ISIP 2013)
    • Place of Presentation
      Bangkok
    • Related Report
      2013 Final Research Report
  • [Presentation] Time-sensitive Classification of Behavioral Data2013

    • Author(s)
      Shin Ando
    • Organizer
      Thirteenth SIAM International Conference on Data Mining (SDM 2013)
    • Place of Presentation
      Austin, Texas
    • Related Report
      2013 Final Research Report
  • [Presentation] Time-sensitive Classification of Behavioral Data2013

    • Author(s)
      Shin Ando
    • Organizer
      Thirteenth SIAM International Conference on Data Mining (SDM 2013)
    • Place of Presentation
      Sheraton Austin Hotel at the Capitol, Austin, Texas
    • Related Report
      2013 Annual Research Report
  • [Presentation] Towards Facilitating the Development of a Monitoring System with Autonomous Mobile Robots2013

    • Author(s)
      Einoshin Suzuki
    • Organizer
      2013 International Workshop on Information Search, Integration, and Personalization (ISIP 2013)
    • Place of Presentation
      Bangkok Convention Center, Bangkok
    • Related Report
      2013 Annual Research Report
  • [Presentation] Query by Committee in a Heterogeneous Environment2012

    • Author(s)
      Hao Shao
    • Organizer
      Eighth International Conference on Advanced Data Mining and Applications (ADMA 2012)
    • Place of Presentation
      Nanjing
    • Related Report
      2013 Final Research Report
  • [Presentation] Predicting the State of a Person by an Office-Use Autonomous Mobile Robot2012

    • Author(s)
      Einoshin Suzuki
    • Organizer
      2012 IEEE/WIC/ACM International Conference on Intelligent Agent Technology (IAT 2012)
    • Place of Presentation
      Macau, China
    • Related Report
      2013 Final Research Report 2012 Research-status Report
  • [Presentation] Data Squashing for HSV Subimages by an Autonomous Mobile Robot2012

    • Author(s)
      Einoshin Suzuki
    • Organizer
      Fifteenth International Conference on Discovery Science (DS 2012)
    • Place of Presentation
      Lyon, France
    • Related Report
      2013 Final Research Report 2012 Research-status Report
  • [Presentation] Intelligent Data Analysis by a Home-Use Human Monitoring Robot2012

    • Author(s)
      Einoshin Suzuki
    • Organizer
      11th International Symposium (IDA 2012)
    • Place of Presentation
      Helsinki
    • Related Report
      2013 Final Research Report
  • [Presentation] Direct Value Learning : a Preference-Based Approach to Reinforcement Learning2012

    • Author(s)
      Michele Sebag
    • Organizer
      ECAI-12 Workshop on Preference Learning : Problems and Applications in AI (PL-12)
    • Place of Presentation
      Montpellier, France
    • Related Report
      2013 Final Research Report
  • [Presentation] Intelligent Data Analysis by a Home-Use Human Monitoring Robot2012

    • Author(s)
      Einoshin Suzuki
    • Organizer
      Eeventh International Symposium on Intelligent Data Analysis (IDA 2012)
    • Place of Presentation
      Helsinki, Finland
    • Related Report
      2012 Research-status Report
  • [Presentation] Query by Committee in a Heterogeneous Environment2012

    • Author(s)
      Hao Shao
    • Organizer
      Eighth International Conference on Advanced Data Mining and Applications (ADMA 2012)
    • Place of Presentation
      Nanjing, China
    • Related Report
      2012 Research-status Report
  • [Presentation] Direct Value Learning: a Preference-Based Approach to Reinforcement Learning2012

    • Author(s)
      Michele Sebag
    • Organizer
      ECAI-12 Workshop on Preference Learning: Problems and Applications in AI (PL-12)
    • Place of Presentation
      Montpellier, France
    • Related Report
      2012 Research-status Report
  • [Remarks] 概念ドリフトモデリングを用いた普及型自律移動ロボットによる長期間見守りの実現

    • URL

      http://www.i.kyushu-u.ac.jp/~suzuki/kaken1213-j.html

    • Related Report
      2013 Final Research Report
  • [Remarks] Realization of Long-Term Monitoring by a Home-Use Autonomous Mobile Robot Using Concept Drift Modeling

    • URL

      http://www.i.kyushu-u.ac.jp/~suzuki/kaken1213.html

    • Related Report
      2013 Final Research Report
  • [Remarks] 概念ドリフトモデリングを用いた普及型自律移動ロボットによる長期間見守りの実現

    • URL

      http://www.i.kyushu-u.ac.jp/~suzuki/kaken1213-j.html

    • Related Report
      2013 Annual Research Report
  • [Remarks] Long-Term Monitoring by an Autonomous Mobile Robot

    • URL

      http://www.i.kyushu-u.ac.jp/~suzuki/kaken1213.html

    • Related Report
      2013 Annual Research Report
  • [Remarks] 概念ドリフトモデリングを用いた普及型自律移動ロボットによる長期間見守りの実現

    • URL

      http://www.i.kyushu-u.ac.jp/~suzuki/kaken1213-j.html

    • Related Report
      2012 Research-status Report
  • [Remarks] Long-Term Monitoring by an Autonomous Mobile Robot

    • URL

      http://www.i.kyushu-u.ac.jp/~suzuki/kaken1213.html

    • Related Report
      2012 Research-status Report

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Published: 2013-05-31   Modified: 2019-07-29  

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