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Knowledge map for learning of crop cultivation techniques based on multiple sensing

Research Project

Project/Area Number 18H04117
Research Category

Grant-in-Aid for Scientific Research (A)

Allocation TypeSingle-year Grants
Section一般
Review Section Medium-sized Section 61:Human informatics and related fields
Research InstitutionKyushu University

Principal Investigator

Taniguchi Rin-ichiro  九州大学, システム情報科学研究院, 名誉教授 (20136550)

Co-Investigator(Kenkyū-buntansha) 山田 政寛  九州大学, 基幹教育院, 准教授 (10466831)
有田 大作  長崎県立大学, 情報システム学部, 教授 (70304756)
岡安 崇史  九州大学, 農学研究院, 准教授 (70346831)
島田 敬士  九州大学, システム情報科学研究院, 教授 (80452811)
Project Period (FY) 2018-04-01 – 2021-03-31
Project Status Completed (Fiscal Year 2021)
Budget Amount *help
¥35,750,000 (Direct Cost: ¥27,500,000、Indirect Cost: ¥8,250,000)
Fiscal Year 2020: ¥7,670,000 (Direct Cost: ¥5,900,000、Indirect Cost: ¥1,770,000)
Fiscal Year 2019: ¥11,440,000 (Direct Cost: ¥8,800,000、Indirect Cost: ¥2,640,000)
Fiscal Year 2018: ¥16,640,000 (Direct Cost: ¥12,800,000、Indirect Cost: ¥3,840,000)
KeywordsICTの農業利用 / 学習支援 / 栽培知識マップ / 多元センシング / 農業ICT / 学習日誌の分析 / 植物フェノタイピング / 作物モニタリング / 農業ICT / 知識マップ / インフォーマル学習 / 植物画像の解析 / 作物栽培知識マップ
Outline of Final Research Achievements

The development of agricultural human resources requires both formal learning, in which students learn theory in the classroom, and informal learning, in which students learn practice in the field. This study aims to improve the efficiency of learning agricultural cultivation techniques by developing and utilizing a new learning support system that can seamlessly combine formal and informal learning by utilizing various sensing technologies. Specifically, (1) construction of a knowledge map for crop cultivation proficiency, (2) development of technologies for measuring crop growth conditions and supporting and evaluating cultivation management, (3) development of a support system for improving the efficiency of agricultural education, and (4) an interview survey on the developed system, were conducted to improve the efficiency of learning agricultural cultivation techniques.

Academic Significance and Societal Importance of the Research Achievements

農作業者の高齢化および後継者不足に伴い、熟達した農作業者の持つノウハウが次世代に継承されずに失われることが顕在化している。農作物栽培は短期間で経験できないものが多く、栽培技術の熟達には時間が必要である。農作物栽培も他の熟練を要する技術と同様、10年程度必要と言われている。更に、日本では農業従事者の高齢化が急速に進んでおり、このままでは農業従事者、中でも篤農家が減少し、農産物の生産量および生産性が低下してしまい、大きな社会問題となってきている。農業人材育成の効率化による「熟達化10年」の短縮は農業の抱える人材不足の解決に不可欠であり、その問題に取り組んだ本研究は社会的に意義深いものである。

Report

(4 results)
  • 2021 Final Research Report ( PDF )
  • 2020 Annual Research Report
  • 2019 Annual Research Report
  • 2018 Annual Research Report
  • Research Products

    (15 results)

All 2022 2021 2020 2019 2018

All Presentation (15 results) (of which Int'l Joint Research: 9 results,  Invited: 2 results)

  • [Presentation] 多様な分析粒度を実現するラーニングアナリティクス基盤の開発2022

    • Author(s)
      山田 政寛, Lu Min, 谷口 雄太, 大久保 文哉, 陳 莉, 谷口倫一郎
    • Organizer
      日本教育工学会2022年春季全国大会
    • Related Report
      2020 Annual Research Report
  • [Presentation] Plant Phenotyping Technology to Enhance Next Smart Agriculture2022

    • Author(s)
      Takashi OKAYASU
    • Organizer
      International Workshop on Applied Computing in Agriculture 2022
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] 科目の関連性情報を付加したカリキュラム情報閲覧システムの開発2021

    • Author(s)
      山本 雄介, 峰松 翼, 長沼 祥太郎, 谷口 雄太, 大久保 文哉, 島田 敬士
    • Organizer
      第35回教育学習支援情報システム研究会(CLE35)
    • Related Report
      2020 Annual Research Report
  • [Presentation] 圃場環境ダイジェストシステムの開発とその評価2021

    • Author(s)
      志賀 寛羽, 谷口 雄太, 峰松 翼, 大久保 文哉, 島田 敬士, 谷口 倫一郎
    • Organizer
      第34回教育学習支援情報システム研究発表会 (CLE34)
    • Related Report
      2020 Annual Research Report
  • [Presentation] 学習日誌分析システムの開発とその評価2021

    • Author(s)
      野崎 聖斗, 峰松 翼, 島田 敬士, 谷口 倫一郎
    • Organizer
      第33回教育学習支援情報システム研究発表会 (CLE33)
    • Related Report
      2020 Annual Research Report
  • [Presentation] Plant phenotyping as a great tool leading to smart agriculture2021

    • Author(s)
      Takashi OKAYASU
    • Organizer
      14th Thai Society of Agricultural Engineering International Conference 2021 (TSAE2021)
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] SALATA: A Web Application for Visualizing Sensor Information in Farm Fields2020

    • Author(s)
      Nao Akayama, Daisaku Arita, Atsushi Shimada, Rin-ichiro Taniguchi
    • Organizer
      9th International Conference on Sensor Networks (SENSORNETS 2020)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 3D Plant Growth Prediction via Image-to-Image Translation2020

    • Author(s)
      Tomohiro Hamamoto, Hideaki Uchiyama, Atsushi Shimada, Rin-ichiro Taniguchi
    • Organizer
      15th International Conference on Computer Vision Theory and Applications (VISAPP 2020)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 気象予報を活用した深層学習による温室内環境データの予測2020

    • Author(s)
      赤山直生, 有田大作, 島田敬士, 谷口倫一郎, 岡安崇史
    • Organizer
      電気学会・知覚情報/次世代産業システム合同研究会
    • Related Report
      2019 Annual Research Report
  • [Presentation] Integrated Contextual Learning Environments with Sensor Network for Crop Cultivation Education: Concept and Design2019

    • Author(s)
      Rin-ichiro Taniguchi, Daisaku Arita, Atsushi Shimada, Masanori Yamada, Yoshiko Goda, Ryota Yamamoto, Takashi Okayasu
    • Organizer
      16th International Conference on Cognition and Exploratory Learning in Digital Age (CELDA 2019)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 3D Plant Growth Prediction via Image-to-Image Translation2019

    • Author(s)
      Tomohiro Hamamoto, Hideaki Uchiyama, Atsushi Shimada, , Rin-ichiro Taniguchi
    • Organizer
      The 15th Joint Workshop on Machine Perception and Robotics 2019 (MPR 2019)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Plant growth prediction using convolutional LSTM2019

    • Author(s)
      Shunsuke Sakurai, Hideaki Uchiyama, Atsushi Shimada, Rin-ichiro Taniguchi
    • Organizer
      14th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 農業センシング情報の収集可視化システム2019

    • Author(s)
      赤山 直生, 島田 敬士, 有田 大作, 谷口 倫一郎
    • Organizer
      情報処理学会第81回全国大会
    • Related Report
      2018 Annual Research Report
  • [Presentation] INTEGRATED CONTEXTUAL LEARNING ENVIRONMENTS WITH SENSOR NETWORK FOR CROP CULTIVATION EDUCATION: CONCEPT AND DESIGN2019

    • Author(s)
      Rin-ichiro Taniguchi, Daisaku Arita, Atsushi Shimada, Masanori Yamada, Yoshiko Goda, Ryota Yamamoto, Takashi Okayasu
    • Organizer
      16th International Conference on Cognition and Exploratory Learning in Digital Age (CELDA 2019)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Deep Plant Growth Prediction2018

    • Author(s)
      Shunsuke Sakurai, Hideaki Uchiyama, Atsushi Shimada, Rin-ichiro Taniguchi
    • Organizer
      COMPUTER VISION PROBLEMS IN PLANT PHENOTYPING (CVPPP 2018)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research

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Published: 2018-04-23   Modified: 2023-01-30  

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