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Analysis of community based on information about interactions between cows

Research Project

Project/Area Number 15K12099
Research Category

Grant-in-Aid for Challenging Exploratory Research

Allocation TypeMulti-year Fund
Research Field Intelligent informatics
Research InstitutionKobe University

Principal Investigator

OHKAWA TAKENAO  神戸大学, システム情報学研究科, 教授 (30223738)

Co-Investigator(Kenkyū-buntansha) 大山 憲二  神戸大学, 農学研究科, 教授 (70322203)
太田 能  神戸大学, 科学技術イノベーション研究科, 教授 (10272254)
Project Period (FY) 2015-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥3,640,000 (Direct Cost: ¥2,800,000、Indirect Cost: ¥840,000)
Fiscal Year 2017: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
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)
Keywordsインタラクション情報 / 時系列データ / スマート農業 / ネットワーク分析 / 放牧牛 / 測位 / 俯瞰画像 / コミュニティ抽出
Outline of Final Research Achievements

In this study, we presented several new methods of detecting estrus and monitoring health condition of cows through extraction and analysis of interaction between cows by focusing on cows' sociality. In order to extract various types of information about interaction, we developed some methods of tracking a cow and classifying its behavior based on the data obtained from an active BLE (Bluetooth Low Energy) tag attached on the neck of each cow and bird's eye videos. In addition, we proposed a method of predicting condition of the cow by analyzing temporal change of interactions and/or communities of cows and confirmed experimentally that the proposed method obtained accurate results of estrus detection.

Report

(4 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Research-status Report
  • 2015 Research-status Report
  • Research Products

    (17 results)

All 2018 2017 2016 2015

All Journal Article (8 results) (of which Peer Reviewed: 8 results,  Open Access: 2 results,  Acknowledgement Compliant: 1 results) Presentation (9 results) (of which Int'l Joint Research: 2 results,  Invited: 1 results)

  • [Journal Article] Calf Weight Estimation with Stereo Camera Using Three-Dimensional Successive Cylindrical Model2018

    • Author(s)
      Ayumi Yamashita, Takenao Ohkawa, Kenji Oyama, Chikara Ohta, Ryo Nishide, Takeshi Honda
    • Journal Title

      Journal of the Institute of Industrial Applications Engineers

      Volume: 6 Issue: 1 Pages: 39-46

    • DOI

      10.12792/jiiae.6.39

    • NAID

      120006466520

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Efficient and reliable packet transfer protocol for wireless multihop bidirectional communications2018

    • Author(s)
      Takaki Yumi、Ando Makoto、Maesako Keisuke、Fujita Keisuke、Kamada Tomio、Ohta Chikara、Tamaki Hisashi
    • Journal Title

      International Journal of Distributed Sensor Networks

      Volume: 14 Issue: 1 Pages: 1-15

    • DOI

      10.1177/1550147718756034

    • NAID

      120006463601

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Estimation of Calf Weight from Fixed-Point Stereo Camera Images Using Three-Dimensional Successive Cylindrical Model2017

    • Author(s)
      Ayumi Yamashita, Takenao Ohkawa, Kenji Oyama, Chikara Ohta, Ryo Nishide, Takeshi Honda
    • Journal Title

      Proceedings of the 5th IIAE International Conference on Intelligent Systems and Image Processing

      Volume: - Pages: 247-254

    • DOI

      10.12792/icisip2017.046

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Detecting and Tracking Breeding Cows from Bird’s Eye Video of Pasture2017

    • Author(s)
      Ryo Nishide, Yoji Hosomi, Takenao Ohkawa, Kenji Oyama, Chikara Ohta
    • Journal Title

      Proceedings of the 5th IIAE International Conference on Intelligent Systems and Image Processing

      Volume: - Pages: 239-246

    • DOI

      10.12792/icisip2017.045

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Extraction of interaction information between breeding cows with GPS and its application to estrus detection2016

    • Author(s)
      Kengo Matsumoto, Kenji Oyama, Takeshi Honda, and Takenao Ohkawa
    • Journal Title

      Proceedings of the 2016 International Joint Conference on Neural Networks

      Volume: - Pages: 2967-2972

    • DOI

      10.1109/ijcnn.2016.7727575

    • Related Report
      2016 Research-status Report
    • Peer Reviewed
  • [Journal Article] A Method of Detecting Interaction Between Breeding cows from Time-series Bird’s Eye Pictures of Pasture2016

    • Author(s)
      Yoji Hosomi, Kenji Oyama, Takeshi Honda, and Takenao Ohkawa
    • Journal Title

      Proceedings of the 2016 International Joint Conference on Neural Networks

      Volume: - Pages: 2973-2978

    • DOI

      10.1109/ijcnn.2016.7727576

    • Related Report
      2016 Research-status Report
    • Peer Reviewed
  • [Journal Article] Side Trip Multipath Routing Protocol for Spatial Node Failure in Data-Gathering WSNs2016

    • Author(s)
      Keisuke Fujita, Yumi Takaki, Chikara Ohta, and Hisashi Tamaki
    • Journal Title

      International Journal of Distributed Sensor Networks

      Volume: 2016 Issue: 4 Pages: 9161625-9161625

    • DOI

      10.1155/2016/9161625

    • NAID

      120005763195

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Utility-based Distributed Association Control Scheme with User Guidance for IEEE802.11 Wireless LANs2015

    • Author(s)
      Takahiro Iwami, Irda Roslan, Yumi Takaki, Kyoko Yamori, Chikara Ohta, and Hisashi Tamaki
    • Journal Title

      IEICE Transaction on Communications

      Volume: E98-B Pages: 1700-1714

    • NAID

      130005090369

    • Related Report
      2015 Research-status Report
    • Peer Reviewed
  • [Presentation] マルチユーザMIMOにおけるフィードバック情報の経時劣化を考慮したユーザ選択手法2017

    • Author(s)
      河北雄飛,高木由美,鎌田十三郎,太田能
    • Organizer
      電子情報通信学会,ネットワークシステム研究会
    • Place of Presentation
      沖縄残波岬ロイヤルホテル(沖縄県・中頭郡)
    • Year and Date
      2017-03-02
    • Related Report
      2016 Research-status Report
  • [Presentation] 高密度無線LAN環境におけるスループット改善に関する研究2017

    • Author(s)
      河崎鷹大,高木由美,鎌田十三郎,太田能
    • Organizer
      電子情報通信学会,ネットワークシステム研究会
    • Place of Presentation
      沖縄残波岬ロイヤルホテル(沖縄県・中頭郡)
    • Year and Date
      2017-03-02
    • Related Report
      2016 Research-status Report
  • [Presentation] 無線タグによる和牛の個体識別・トラッキングに関する取り組み2017

    • Author(s)
      太田 能, 大川剛直, 大山憲二
    • Organizer
      電子情報通信学会・コミュニケーションクォリティ研究会
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] 無線メッシュネットワークにおけるリンク間干渉を考慮したMax-Min Fairフロー割当2016

    • Author(s)
      矢野渚,高木由美,鎌田十三郎,太田能
    • Organizer
      電子情報通信学会,情報ネットワーク研究会
    • Place of Presentation
      広島市立大学(広島県・広島市)
    • Year and Date
      2016-12-15
    • Related Report
      2016 Research-status Report
  • [Presentation] 高密度 IEEE802.11 WLAN 環境下における最低スループット改善に関する研究2016

    • Author(s)
      河崎鷹大,高木由美,鎌田十三郎,太田能
    • Organizer
      電子情報通信学会,第2回CQ基礎講座ワークショップ (コミュニケーションクォリティ研究会)
    • Place of Presentation
      JA長野県ビル(長野県・長野市)
    • Year and Date
      2016-10-06
    • Related Report
      2016 Research-status Report
  • [Presentation] Extraction of Interaction Information between Breeding Cows with GPS and Its Application to Estrus Detection2016

    • Author(s)
      Kengo Matsumoto, Kenji Oyama, Takeshi Honda and Takenao Ohkawa
    • Organizer
      IEEE World Congress on Computational Intelligence
    • Place of Presentation
      Vancouver (Canada)
    • Year and Date
      2016-07-24
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] A Method of Detecting Interaction Between Breeding cows from Time-series Bird's Eye Pictures of Pasture2016

    • Author(s)
      Yoji Hosomi, Kenji Oyama, Takeshi Honda and Takenao Ohkawa
    • Organizer
      IEEE World Congress on Computational Intelligence
    • Place of Presentation
      Vancouver (Canada)
    • Year and Date
      2016-07-24
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] GPSを利用した放牧牛のインタラクション情報の取得とその分析2015

    • Author(s)
      松本 健吾, 大川 剛直, 大山 憲二, 本多 健
    • Organizer
      電気学会 第62回情報システム研究会
    • Place of Presentation
      神戸大学(兵庫県・神戸市)
    • Year and Date
      2015-05-28
    • Related Report
      2015 Research-status Report
  • [Presentation] 放牧場の俯瞰動画データを用いた繁殖牛のインタラクション検出2015

    • Author(s)
      細見 洋司, 大川 剛直, 大山 憲二, 本多 健
    • Organizer
      電気学会 第62回情報システム研究会
    • Place of Presentation
      神戸大学(兵庫県・神戸市)
    • Year and Date
      2015-05-28
    • Related Report
      2015 Research-status Report

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Published: 2015-04-16   Modified: 2019-03-29  

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