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Rapid identification of environmental response model by uncorrelated multi-environmental cultivation tests

Research Project

Project/Area Number 16H05011
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Agricultural environmental engineering/Agricultural information engineering
Research InstitutionOsaka Prefecture University

Principal Investigator

Fukuda Hirokazu  大阪府立大学, 工学(系)研究科(研究院), 教授 (90405358)

Co-Investigator(Kenkyū-buntansha) 徳田 功  立命館大学, 理工学部, 教授 (00261389)
永野 惇  龍谷大学, 農学部, 講師 (00619877)
Research Collaborator Tanigaki Yusuke  
Higashi Takanobu  
Seki Naoki  
Moriyuki Shogo  
Project Period (FY) 2016-04-01 – 2019-03-31
Project Status Completed (Fiscal Year 2018)
Budget Amount *help
¥17,680,000 (Direct Cost: ¥13,600,000、Indirect Cost: ¥4,080,000)
Fiscal Year 2018: ¥4,680,000 (Direct Cost: ¥3,600,000、Indirect Cost: ¥1,080,000)
Fiscal Year 2017: ¥5,200,000 (Direct Cost: ¥4,000,000、Indirect Cost: ¥1,200,000)
Fiscal Year 2016: ¥7,800,000 (Direct Cost: ¥6,000,000、Indirect Cost: ¥1,800,000)
Keywords概日時計 / 植物工場 / 環境応答 / 数理生物学 / 環境ストレス応答
Outline of Final Research Achievements

Elucidation of environmental response and development of control technology are basic issues in plant cultivation. In particular, with regard to functional vegetables and medicinal plants, advanced environmental control to the metabolic system that controls the functionality is important, so it is necessary to elucidate comprehensive environmental responses and mathematical modeling. In this study, we aimed to establish a new method for "simultaneous modeling of environmental responses for all genes". Here, based on the advanced modeling method, we constructed a method to significantly increase the modeling accuracy and identification speed by making full use of environmental control technology and mathematical science of plant physiology.

Academic Significance and Societal Importance of the Research Achievements

「植物工場」は、我が国が世界に誇る植物生産技術であり、更なる高度化が求められている。現在、多くの新規参入企業が高機能な野菜等の開発に注力しているが、高機能野菜や薬用植物などは従来の勘と経験則に頼った手法だけでは開発が困難とされるものが多い。したがって、網羅的な生理代謝の情報(オミクス情報)の活用が重要となるが、オミクス情報を植物生産へ適用するための「モデリング技術」が大きな研究課題となっている。そのため、本研究の成果は、産業上も有用であり、様々な植物に対する最適環境条件の高速探索、育種、次世代植物生産(制御されたフィールド、知能化施設園芸、植物工場など)の高度化に大きく貢献すると期待される。

Report

(4 results)
  • 2018 Annual Research Report   Final Research Report ( PDF )
  • 2017 Annual Research Report
  • 2016 Annual Research Report
  • Research Products

    (19 results)

All 2019 2018 2017 2016

All Journal Article (7 results) (of which Int'l Joint Research: 1 results,  Peer Reviewed: 7 results,  Open Access: 7 results) Presentation (9 results) (of which Int'l Joint Research: 2 results,  Invited: 1 results) Book (3 results)

  • [Journal Article] Leaf Movement Based Growth Prediction Model Using Optical Flow Analysis and Machine Learning in Plant Factory2019

    • Author(s)
      Shogo Nagano, Shogo Moriyuki, Kazumasa Wakamori, Hiroshi Mineno, Hirokazu Fukuda
    • Journal Title

      Frontiers in Plant Science

      Volume: 10 Pages: 1-10

    • DOI

      10.3389/fpls.2019.00227

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Growth and Environmental Change-Independent Genes Associated with Clock Gene <i>TOC1</i> in Green Perilla2018

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

      Environment Control in Biology

      Volume: 56 Issue: 4 Pages: 137-142

    • DOI

      10.2525/ecb.56.137

    • ISSN
      1880-554X, 1883-0986
    • Year and Date
      2018-10-01
    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Profit Models Based on the Growth Dynamics of Lettuce Populations in a Plant Factory2018

    • Author(s)
      Shogo MORIYUKI, Hiroaki KANEDA, Yusaku MIYAGI, Nobuhiro SUGIMURA, Hirokazu FUKUDA
    • Journal Title

      Environment Control in Biology

      Volume: 56 Issue: 4 Pages: 143-148

    • DOI

      10.2525/ecb.56.143

    • ISSN
      1880-554X, 1883-0986
    • Year and Date
      2018-10-01
    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Scientific Technologies Based on the Circadian Clock in Plant Factories2018

    • Author(s)
      福田 弘和
    • Journal Title

      Shokubutsu Kankyo Kogaku

      Volume: 30 Issue: 1 Pages: 20-27

    • DOI

      10.2525/shita.30.20

    • NAID

      130006415635

    • ISSN
      1880-2028, 1880-3563
    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Transcriptome Analysis of a Cultivar of Green Perilla (<I>Perilla frutescens</I>) Using Genetic Similarity with Other Plants via Public Databases2017

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

      Environment Control in Biology

      Volume: 55 Issue: 2 Pages: 77-83

    • DOI

      10.2525/ecb.55.77

    • NAID

      130005607981

    • ISSN
      1880-554X, 1883-0986
    • Related Report
      2017 Annual Research Report 2016 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Multicellularity enriches the entrainment of Arabidopsis circadian clock2017

    • Author(s)
      Masuda Kosaku、Kitaoka Ryota、Ukai Kazuya、Tokuda Isao T.、Fukuda Hirokazu
    • Journal Title

      Science Advances

      Volume: 3 Issue: 10

    • DOI

      10.1126/sciadv.1700808

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Circadian oscillation of the lettuce transcriptome under constant light and light and dark conditions2016

    • Author(s)
      Takanobu Higashi, Koh Aoki, Atsushi J Nagano, Mie N. Honjo, Hirokazu Fukuda
    • Journal Title

      Frontiers in Plant Science

      Volume: 7 Pages: 1114-1114

    • DOI

      10.3389/fpls.2016.01114

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access
  • [Presentation] 分子時刻表手法に用いる時系列データの最適な計測と解析条件の設計2017

    • Author(s)
      高松優行,竹岡真梨,福田弘和
    • Organizer
      日本生物環境工学会 2017年松山大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 極低振幅状態における位相リセットを用いた植物概日時計の位相応答曲線のパラメータ推定2017

    • Author(s)
      増田亘作,福田弘和
    • Organizer
      日本時間生物学会学術大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] How plants sense and respond to environmental cycles2017

    • Author(s)
      Antony Dodd, Hirokazu Fukuda
    • Organizer
      CIGR World Workshop 2017
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Growth and environmental change-independent genes associated with TOC1 in green perilla2017

    • Author(s)
      Yusuke Tanigaki, Hirokazu Fukuda
    • Organizer
      CIGR World Workshop 2017
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 植物細胞集団の脱同期に伴うダークパルスに対する位相応答の変化2016

    • Author(s)
      増田亘作、北岡竜太、鵜飼和也、福田弘和
    • Organizer
      日本時間生物学会学術大会
    • Place of Presentation
      名古屋大学
    • Year and Date
      2016-11-12
    • Related Report
      2016 Annual Research Report
  • [Presentation] 植物概日振動子集団の同期率低下に伴う位相応答の変化に関する数理モデル2016

    • Author(s)
      増田亘作、北岡竜太、鵜飼和也、 福田弘和
    • Organizer
      電子情報通信学会 複雑コミュニケーションサイエンス(CCS)研究会
    • Place of Presentation
      京都産業大学
    • Year and Date
      2016-11-04
    • Related Report
      2016 Annual Research Report
  • [Presentation] 連続明期及び明暗周期条件でのリーフレタスにおける遺伝子発現の周期性解析2016

    • Author(s)
      竹岡真梨、東孝信、福田弘和
    • Organizer
      日本生物環境工学会
    • Place of Presentation
      金沢工業大学
    • Year and Date
      2016-09-12
    • Related Report
      2016 Annual Research Report
  • [Presentation] ダークパルス概日リズム制御理論を用いた植物のデンプン消費調節機構の動的モデル2016

    • Author(s)
      北岡竜太、増田亘作、福田弘和
    • Organizer
      日本生物環境工学会
    • Place of Presentation
      金沢工業大学
    • Year and Date
      2016-09-12
    • Related Report
      2016 Annual Research Report
  • [Presentation] 時系列画像を用いた育苗期におけるレタスの成長速度と概日リズムの解析2016

    • Author(s)
      金田浩彰、守行正悟、福田弘和
    • Organizer
      日本生物環境工学会
    • Place of Presentation
      金沢工業大学
    • Year and Date
      2016-09-12
    • Related Report
      2016 Annual Research Report
  • [Book] PLANT FACTORY USING ARTIFICIAL LIGHT Adapting to Environmental Disruption and Clues to Agricultural Innovation2018

    • Author(s)
      MASAKAZU ANPO, HIROKAZU FUKUDA, TERUO WADA
    • Total Pages
      406
    • Publisher
      Elsevier
    • ISBN
      9780128139738
    • Related Report
      2018 Annual Research Report
  • [Book] データ駆動型アプローチによる植物工場の生産管理2017

    • Author(s)
      福田弘和、守行正悟、谷垣悠介
    • Total Pages
      4
    • Publisher
      AGRICULTURAL BIOTECHNOLOGY
    • Related Report
      2016 Annual Research Report
  • [Book] 植物工場における体内時計の利用技術-成長予測とオミクス診断-2016

    • Author(s)
      福田弘和、谷垣悠介、守行正悟、関直基
    • Total Pages
      6
    • Publisher
      BIO Clinica
    • Related Report
      2016 Annual Research Report

URL: 

Published: 2016-04-21   Modified: 2020-03-30  

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