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Intelligent greenhouse with SPA based parallel trial environmental control with enforced learning

Research Project

Project/Area Number 26292134
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypePartial Multi-year Fund
Section一般
Research Field Agricultural environmental engineering/Agricultural information engineering
Research InstitutionEhime University

Principal Investigator

Takayama Kotaro  愛媛大学, 農学研究科, 教授 (40380266)

Co-Investigator(Kenkyū-buntansha) 羽藤 堅治  愛媛大学, 農学研究科, 教授 (50274345)
高橋 憲子  愛媛大学, 農学研究科, 講師 (80533306)
Project Period (FY) 2014-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥15,600,000 (Direct Cost: ¥12,000,000、Indirect Cost: ¥3,600,000)
Fiscal Year 2016: ¥3,120,000 (Direct Cost: ¥2,400,000、Indirect Cost: ¥720,000)
Fiscal Year 2015: ¥6,370,000 (Direct Cost: ¥4,900,000、Indirect Cost: ¥1,470,000)
Fiscal Year 2014: ¥6,110,000 (Direct Cost: ¥4,700,000、Indirect Cost: ¥1,410,000)
Keywords植物診断 / センシング / データ解析 / 生体情報計測 / 植物工場 / 生物環境情報 / 知能化 / 画像計測 / 画像解析 / 食料生産 / 国際情報交換 / オランダ
Outline of Final Research Achievements

The crop centric character for this highly-sophisticated strategy for environmental control in greenhouses, is expressed by the term speaking plant approach (SPA), which was coined in the seventies of the last century and received growing attention ever since. Chlorophyll fluorescence (CF) imaging robot, which was developed in our previous studies and come onto the market in 2015, provide information on not only the photosynthetic performance but also daily growth such as stem elongation and leaf expansion of plant canopy under greenhouse condition without destruction or contact with the living plant. In this study, we developed the basic algorithm for the growth measurement and verified the usefulness of the daily plant growth data in commercial greenhouses. This might be one of the most important factors for the SPA concept based greenhouse with parallel trial environmental control with enforced learning.

Report

(5 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Annual Research Report
  • 2015 Annual Research Report
  • 2014 Annual Research Report
  • Research Products

    (43 results)

All 2018 2017 2016 2015 2014 Other

All Int'l Joint Research (4 results) Journal Article (14 results) (of which Int'l Joint Research: 2 results,  Peer Reviewed: 7 results,  Open Access: 9 results,  Acknowledgement Compliant: 3 results) Presentation (21 results) (of which Int'l Joint Research: 4 results,  Invited: 11 results) Book (4 results)

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

    • Related Report
      2017 Annual Research Report
  • [Int'l Joint Research] Wageningen University(オランダ)

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

    • Related Report
      2015 Annual Research Report
  • [Int'l Joint Research]

    • Related Report
      2015 Annual Research Report
  • [Journal Article] Development of an Estimation Tool for Expected Annual Yield of Tomato Grown in a Horticultural Facility by Using MS Excel2018

    • Author(s)
      下元 耕太、仁科 弘重、高橋 憲子、高山 弘太郎
    • Journal Title

      Eco-Engineering

      Volume: 30 Issue: 2 Pages: 47-58

    • DOI

      10.11450/seitaikogaku.30.47

    • NAID

      130006729032

    • ISSN
      1347-0485, 1880-4500
    • Year and Date
      2018-04-30
    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Effect of low concentrations of Irgarol 1051 on RGB (R, red; G, green; B, blue) colour values of the hard-coral Acropora tenuis2017

    • Author(s)
      Hirayama Keita、Takayama Kotaro、Haruta Shinsuke、Ishibashi Hiroshi、Takeuchi Ichiro
    • Journal Title

      Marine Pollution Bulletin

      Volume: 124 Issue: 2 Pages: 678-686

    • DOI

      10.1016/j.marpolbul.2017.05.027

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Evaluation of Effects of Stomatal Conductance and Phosphate Limitation on Photosynthesis through a General Measurement Protocol of Leaf Photosynthesis Environmental Response2017

    • Author(s)
      下元 耕太、仁科 弘重、高橋 憲子、高山 弘太郎
    • Journal Title

      Eco-Engineering

      Volume: 29 Issue: 3 Pages: 73-80

    • DOI

      10.11450/seitaikogaku.29.73

    • NAID

      130005874964

    • ISSN
      1347-0485, 1880-4500
    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] 植物の生育を知る -光学モニタリングシステム-2017

    • Author(s)
      高山弘太郎
    • Journal Title

      光学

      Volume: 46(1) Pages: 14-18

    • Related Report
      2016 Annual Research Report
  • [Journal Article] Effects of Low Nighttime Air Temperature and High Electrical Conductivity of Nutrient Solution on the Growth and Yield of Sweet Pepper (<i>Capsicum annuum</i> L.) in a Venlo-type Greenhouse2016

    • Author(s)
      橋田祐二・高橋昭彦・高橋憲子・仁科弘重・高山弘太郎
    • Journal Title

      Eco-Engineering

      Volume: 28 Issue: 2 Pages: 29-36

    • DOI

      10.11450/seitaikogaku.28.29

    • NAID

      130005147701

    • ISSN
      1347-0485, 1880-4500
    • Related Report
      2016 Annual Research Report 2015 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] 植物生育状態の把握と栽培管理への高度なフィードバックに向けた取り組み2016

    • Author(s)
      高山弘太郎
    • Journal Title

      施設と園芸

      Volume: 172 Pages: 60-65

    • Related Report
      2016 Annual Research Report
  • [Journal Article] -生体情報に基づく施設園芸の高度化- 生育状態の変化を正確に把握2016

    • Author(s)
      高山弘太郎
    • Journal Title

      機械化農業

      Volume: 2016年7月号 Pages: 11-15

    • Related Report
      2016 Annual Research Report
  • [Journal Article] Detection of Diurnal Variation of Tomato Transcriptome through the Molecular Timetable Method in a Sunlight-type Plant Factory2016

    • Author(s)
      Takanobu Higashi, Yusuke Tanigaki, Kotaro Takayama, Atsushi J. Nagano, Mie N. Honjo and Hirokazu Fukuda
    • Journal Title

      Frontiers in Plant Science

      Volume: 7:87 Pages: 1-9

    • DOI

      10.3389/fpls.2016.00087

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Transcriptome analysis of plant hormone-related tomato (Solanum lycopersicum) genes in a sunlight-type plant factory2015

    • Author(s)
      Yusuke Tanigaki, Takanobu Higashi, Kotaro Takayama, Atsushi J. Nagano, Mie N. Honjo and Hirokazu Fukuda
    • Journal Title

      PLoS ONE

      Volume: 10 Issue: 12 Pages: 1-18

    • DOI

      10.1371/journal.pone.0143412

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Effects of Long-term Lower Vapor Pressure Deficit Condition by Fogging on Leaf Morphology, Photosynthetic Functions and Yield of Sweet Pepper (<i>Capsicum annuum</i> L.) Grown in Venlo Type Greenhouse2015

    • Author(s)
      橋田祐二・高橋昭彦・下元耕太・高橋憲子・仁科弘重・高山弘太郎
    • Journal Title

      Eco-Engineering

      Volume: 27 Issue: 3 Pages: 91-98

    • DOI

      10.11450/seitaikogaku.27.91

    • NAID

      130005095348

    • ISSN
      1347-0485, 1880-4500
    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] 植物診断ロボットを用いた太陽光植物工場の環境制御の高度化2015

    • Author(s)
      高山弘太郎
    • Journal Title

      科研費NEWS 2015年度

      Volume: 3 Pages: 13-13

    • Related Report
      2015 Annual Research Report
    • Open Access / Acknowledgement Compliant
  • [Journal Article] クロロフィル蛍光画像計測ロボットによる高精度植物生体情報計測-太陽光植物工場の知能化にむけて-2015

    • Author(s)
      高山弘太郎
    • Journal Title

      研究報告コンピュータビジョンとイメージメディア(CVIM)

      Volume: 2015-CVIM-197(5) Pages: 1-4

    • NAID

      110009899560

    • Related Report
      2015 Annual Research Report
    • Open Access
  • [Journal Article] 太陽光植物工場における農作物生産の品質管理2015

    • Author(s)
      高山弘太郎
    • Journal Title

      品質

      Volume: 45 Pages: 19-23

    • NAID

      110009944711

    • Related Report
      2015 Annual Research Report
  • [Journal Article] クロロフィル蛍光画像計測ロボットによる植物診断2015

    • Author(s)
      高山弘太郎
    • Journal Title

      ハイドロポニック

      Volume: 29 Pages: 28-29

    • Related Report
      2015 Annual Research Report
  • [Presentation] Daily plant data for intelligent environmental control in greenhouse2017

    • Author(s)
      S. Toda, K. Takayama, E.J. van Henten, C.W. Bac, N. Takahashi, H. Nishina
    • Organizer
      2017 CIGR World Workshop in Matsuyama
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Chlorophyll fluorescence imaging robot based plant growth evaluation2017

    • Author(s)
      E.J. van Henten, K. Takayama
    • Organizer
      2017 CIGR World Workshop in Matsuyama
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Comparison of Measurement and Simulation of Photosynthetic Rate at a Level of Full Size Tomato Plant2016

    • Author(s)
      K. Shimomoto, N. Takahashi, H. Nishina, K. Takayama
    • Organizer
      ISTTH2016
    • Place of Presentation
      Cairns Convention Centre(オーストラリア・ケアンズ)
    • Year and Date
      2016-11-20
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] クロロフィル蛍光画像計測ロボットを用いた茎伸長・葉量変化自動計測システムの開発2016

    • Author(s)
      戸田清太郎, 東 潤, 高橋憲子, 仁科弘重, 高山弘太郎
    • Organizer
      日本生物環境工学会2016年金沢大会
    • Place of Presentation
      金沢工業大学(石川県野々市市)
    • Year and Date
      2016-09-12
    • Related Report
      2016 Annual Research Report
  • [Presentation] 小型クロロフィル蛍光画像計測装置の開発2016

    • Author(s)
      戸田清太郎, 高橋憲子, 仁科弘重, 高山弘太郎
    • Organizer
      日本生物環境工学会2016年金沢大会
    • Place of Presentation
      金沢工業大学(石川県野々市市)
    • Year and Date
      2016-09-12
    • Related Report
      2016 Annual Research Report
  • [Presentation] クロロフィル蛍光画像計測ロボットデータを用いたトマト個体群の生育診断アルゴリズムの開発2016

    • Author(s)
      高山弘太郎, 稲葉一恵, 高橋憲子, 仁科弘重
    • Organizer
      日本生物環境工学会2016年金沢大会
    • Place of Presentation
      金沢工業大学(石川県野々市市)
    • Year and Date
      2016-09-12
    • Related Report
      2016 Annual Research Report
  • [Presentation] 太陽光植物工場におけるトマト個体群の光合成蒸散速度の長期間連続計測2016

    • Author(s)
      下元耕太, 高橋憲子, 仁科弘重, 高山弘太郎
    • Organizer
      農業情報学会2016年度年次大会
    • Place of Presentation
      東京大学(東京都文京区)
    • Year and Date
      2016-05-18
    • Related Report
      2016 Annual Research Report
  • [Presentation] 太陽光植物工場における植物診断ロボットによる農作物生産の品質管理-日本とオランダにおける展開-2015

    • Author(s)
      高山弘太郎
    • Organizer
      標準化と品質管理沖縄地区大会2015~グローバル視点からの標準化活動を目指して~
    • Place of Presentation
      沖縄産業支援センター(沖縄県那覇市)
    • Year and Date
      2015-10-13
    • Related Report
      2015 Annual Research Report
    • Invited
  • [Presentation] 植物診断ロボットによる高精度成育状態把握と環境調節の知能化2015

    • Author(s)
      高山弘太郎
    • Organizer
      施設園芸新技術セミナー ・機器資材展 in 中国四国
    • Place of Presentation
      三木町文化交流プラザ(香川県三木町)
    • Year and Date
      2015-10-01
    • Related Report
      2015 Annual Research Report
    • Invited
  • [Presentation] クロロフィル蛍光画像計測ロボットを用いた植物環境応答の高時間分解計測2015

    • Author(s)
      高山弘太郎, 古田大輔, 坂井義明, 稲葉一恵, 高橋憲子, 仁科弘重
    • Organizer
      日本生物環境工学会2015年宮崎大会
    • Place of Presentation
      宮崎シーガイア(宮崎県宮崎市)
    • Year and Date
      2015-09-08
    • Related Report
      2015 Annual Research Report
  • [Presentation] クロロフィル蛍光画像計測ロボットによるトマトの茎伸長量の計測2015

    • Author(s)
      高山弘太郎, 池田友美, 坂井義明, 戸田清太郎, 高橋憲子, 仁科弘重
    • Organizer
      日本生物環境工学会2015年宮崎大会
    • Place of Presentation
      宮崎シーガイア(宮崎県宮崎市)
    • Year and Date
      2015-09-08
    • Related Report
      2015 Annual Research Report
  • [Presentation] 太陽光植物工場の知能化に向けた高精度生体情報計測2015

    • Author(s)
      高山弘太郎
    • Organizer
      植物感染生理談話会
    • Place of Presentation
      道後メルパルク松山(愛媛県松山市)
    • Year and Date
      2015-08-24
    • Related Report
      2015 Annual Research Report
    • Invited
  • [Presentation] 植物診断ロボットが可能にする高精度成育状態把握と環境調節の知能化2015

    • Author(s)
      高山弘太郎
    • Organizer
      全国野菜園芸技術研究会愛媛大会
    • Place of Presentation
      奥道後壱湯の守(愛媛県松山市)
    • Year and Date
      2015-07-15
    • Related Report
      2015 Annual Research Report
    • Invited
  • [Presentation] Daily Measurement of Tomato Plant’s Biological Information with a Chlorophyll Fluorescence Imaging Robot2015

    • Author(s)
      Kotaro Takayama
    • Organizer
      2015年植物工場技術に関する公開講座-3
    • Place of Presentation
      中国農業大学(中国北京市)
    • Year and Date
      2015-06-26
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] クロロフィル蛍光画像計測ロボットによる高精度植物生体情報計測 -太陽光植物工場の知能化にむけて-2015

    • Author(s)
      高山弘太郎
    • Organizer
      情報処理学会 コンピュータビジョンとイメージメディア研究会IPSJ SIG-CVIM: COMPUTER VISION AND IMAGE MEDIA
    • Place of Presentation
      日本科学未来館(東京都江東区)
    • Year and Date
      2015-05-18
    • Related Report
      2015 Annual Research Report
    • Invited
  • [Presentation] 施設園芸栽培管理のための生体情報ビッグデータ2015

    • Author(s)
      高山弘太郎
    • Organizer
      第31回シンポジウム 「ビッグデータによる農業のイノベーション」
    • Place of Presentation
      東京大学(東京都文京区)
    • Year and Date
      2015-05-12
    • Related Report
      2015 Annual Research Report
    • Invited
  • [Presentation] 植物生体情報計測ロボットによる太陽光植物工場の知能化2015

    • Author(s)
      高山弘太郎
    • Organizer
      「ビッグデータ×農業シンポジウム」
    • Place of Presentation
      愛媛大学(愛媛県松山市)
    • Year and Date
      2015-04-14
    • Related Report
      2015 Annual Research Report
    • Invited
  • [Presentation] Daily Measurement of Tomato Plant’s Biological Information with a Chlorophyll Fluorescence Imaging Robot2014

    • Author(s)
      K. Takayama, T. Ikeda, Y. Sakai, N. Takahashi, H. Nishina
    • Organizer
      Plant Factory Conference 2014
    • Place of Presentation
      Kyoto Japan
    • Year and Date
      2014-11-10 – 2014-11-12
    • Related Report
      2014 Annual Research Report
  • [Presentation] クロロフィル蛍光画像計測ロボットによる高精度生体情報計測2014

    • Author(s)
      高山弘太郎
    • Organizer
      日本養液栽培研究会 愛媛大会 シンポジウム
    • Place of Presentation
      松山
    • Year and Date
      2014-10-26
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] 太陽光植物工場におけるロボット化による高精度生体情報計測2014

    • Author(s)
      高山弘太郎
    • Organizer
      日本伝熱学会中国四国支部
    • Place of Presentation
      松山
    • Year and Date
      2014-09-12 – 2014-09-13
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] 実装型クロロフィル蛍光画像計測ロボットを用いた高精度生体情報計測2014

    • Author(s)
      高山弘太郎,池田友美,坂井義明,高橋憲子,仁科弘重
    • Organizer
      生態工学会
    • Place of Presentation
      沼津
    • Year and Date
      2014-06-27 – 2014-06-28
    • Related Report
      2014 Annual Research Report
  • [Book] 生きものたちをつなぐ「かおり」~エコロジカルボラタイルズ~2016

    • Author(s)
      高山弘太郎
    • Total Pages
      211
    • Publisher
      フレグランスジャーナル社
    • Related Report
      2016 Annual Research Report
  • [Book] 生きものたちをつなぐ「かおり」~エコロジカルボラタイルズ2016

    • Author(s)
      高山弘太郎(著者多数,松井健二ら編著)
    • Total Pages
      211
    • Publisher
      フレグランスジャーナル社
    • Related Report
      2015 Annual Research Report
  • [Book] 閉鎖生態系・生態工学ハンドブック2015

    • Author(s)
      高山弘太郎(著者多数,大政謙次ら監修)
    • Total Pages
      448
    • Publisher
      (株)アドスリー
    • Related Report
      2015 Annual Research Report
  • [Book] 施設園芸・植物工場ハンドブック2015

    • Author(s)
      高山弘太郎(著者多数,日本施設園芸協会編集)
    • Total Pages
      576
    • Publisher
      農山漁村文化協会(農文協)
    • Related Report
      2015 Annual Research Report

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Published: 2014-04-04   Modified: 2021-01-27  

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