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Development of robust crop growth model that can take into account variations in field

Research Project

Project/Area Number 16K18778
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Agricultural environmental engineering/Agricultural information engineering
Research InstitutionTokyo University of Agriculture and Technology

Principal Investigator

Kenichi TATSUMI  東京農工大学, (連合)農学研究科(研究院), 准教授 (40505781)

Project Period (FY) 2016-04-01 – 2020-03-31
Project Status Completed (Fiscal Year 2019)
Budget Amount *help
¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000)
Fiscal Year 2018: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2017: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2016: ¥2,990,000 (Direct Cost: ¥2,300,000、Indirect Cost: ¥690,000)
Keywordsイネ成長応答モデル / 野外圃場 / 生育調査 / 不確実性 / イネ生長応答モデル / イネ生長モデル / 作物モデル / 圃場 / 収量モデル / イネ / モデルパラメータ / 農業工学 / モデル化
Outline of Final Research Achievements

The development of robust crop growth model can be applied to applied to diverse environmental fields and scenarios is an important for potential cultivation risks and their mitigation. In this study, I investigated the field growth survey of rice in the field and refine key model parameters based on the data assimilation method and the sequential updating method was developed. It was confirmed that the simulation accuracy was significantly improved compared to the model without data assimilation, thus demonstrating the effectiveness of this model.

Academic Significance and Societal Importance of the Research Achievements

環境場や作物の生育状況のばらつきという複雑な課題に対して,農業現場で普及可能な作物成長の再現・予測するための基盤技術の確立が求められている.本研究において,幅広い技術展開を可能とする気候変動時代における作物の生育制御を実現するための基礎的な技術の開発に成功した.得られた成果は,モデル予測に基づく農産物栽培手法への貢献,作物の精密な栽培管理システム構築のための基盤的な技術になると考えている.

Report

(5 results)
  • 2019 Annual Research Report   Final Research Report ( PDF )
  • 2018 Research-status Report
  • 2017 Research-status Report
  • 2016 Research-status Report
  • Research Products

    (15 results)

All 2020 2019 2018 2017 2016

All Journal Article (3 results) (of which Peer Reviewed: 3 results,  Open Access: 1 results) Presentation (12 results) (of which Int'l Joint Research: 1 results,  Invited: 3 results)

  • [Journal Article] Monthly variability in the photosynthetic capacities, leaf mass per area and leaf nitrogen contents of rice (<I>Oryza sativa</I> L.) plants and their correlations2019

    • Author(s)
      Kenichi Tatsumi, Yoshiki Kuwabara, Takashi Motobayashi
    • Journal Title

      Journal of Agricultural Meteorology

      Volume: 75 Issue: 2 Pages: 111-119

    • DOI

      10.2480/agrmet.D-18-00043

    • NAID

      130007630085

    • ISSN
      0021-8588, 1881-0136
    • Related Report
      2019 Annual Research Report 2018 Research-status Report
    • Peer Reviewed
  • [Journal Article] Effects of ozone on the growth and yield of rice (Oryza sativa L.) under different nitrogen fertilization regimes2019

    • Author(s)
      Kenichi Tatsumi, Tamami Abiko, Yoshiyuki Kinose, Shiro Inagaki & Takeshi Izuta
    • Journal Title

      Environmental Science and Pollution Research

      Volume: 26 Issue: 31 Pages: 32103-32113

    • DOI

      10.1007/s11356-019-06358-6

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Photosynthetic light-use efficiency of rice leaves under fluctuating incident light2019

    • Author(s)
      Kenichi Tatsumi, Yoshiki Kuwabara, Takashi Motobayashi
    • Journal Title

      Agrosystems, Geosciences & Environment

      Volume: Accepted Issue: 1

    • DOI

      10.1002/agg2.20030

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access
  • [Presentation] 機械学習を用いたイネ個葉の光合成速度の予測2020

    • Author(s)
      本多誠之,辰己賢一
    • Organizer
      日本農業気象学会
    • Related Report
      2019 Annual Research Report
  • [Presentation] Correlation analysis between land surface temperature and vegetation coverage based on Landsat-8 remote sensing imagery: a case study of Beijing, China2020

    • Author(s)
      XIAO Mengxue, Yaobin Sheng, Kenichi TATSUMI
    • Organizer
      ISAM2020
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] イネの鉛直葉群構造を考慮した成長応答モデルの開発2020

    • Author(s)
      辰己賢一
    • Organizer
      日本農業気象学会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 地形による光環境の差異が 水稲の生長・収量に及ぼす影響2018

    • Author(s)
      桒原良樹,辰己賢一
    • Organizer
      日本農業気象学会
    • Related Report
      2018 Research-status Report
  • [Presentation] 地形による日射特性の差異が イネ個葉の光合成特性に及ぼす影響2018

    • Author(s)
      桒原良樹,辰己賢一
    • Organizer
      日本作物学会
    • Related Report
      2018 Research-status Report
  • [Presentation] Difference of growth characteristics of rice ‘Akitakomachi’ grown near the southern and northern limits2018

    • Author(s)
      Li Cuizhengyang, Toshiyuki Hirata, Kenichi Tatsumi, Yoshiki Kuwabara, Takashi Motobayashi and Hajime Araki
    • Organizer
      日本作物学会
    • Related Report
      2018 Research-status Report
  • [Presentation] 気候変動が作物生産性に与える影響とその不確実性~マルチスケールな視点から~2018

    • Author(s)
      辰己賢一
    • Organizer
      第52回植物バイテクシンポジウム
    • Related Report
      2018 Research-status Report
    • Invited
  • [Presentation] 確率光合成モデルによる高汎化型イネ成長応答モデルの開発2017

    • Author(s)
      辰己賢一
    • Organizer
      さきがけ情報協働栽培 研究領域公開ワークショップ 「栽培モデル研究の最前線」
    • Place of Presentation
      東京大学(東京都・文京区)
    • Related Report
      2016 Research-status Report
    • Invited
  • [Presentation] 気候変動が作物成長に与える影響の定量的予測分析とその適応策2017

    • Author(s)
      辰己賢一
    • Organizer
      "未来へのバイオ技術”勉強会
    • Place of Presentation
      バイオインダストリー協会(東京都・中央区)
    • Related Report
      2016 Research-status Report
    • Invited
  • [Presentation] 広域スケールで作物の成長を予測するために必要な シームレスモデル技術2017

    • Author(s)
      辰己賢一
    • Organizer
      日本農業気象学会
    • Place of Presentation
      北里大学(青森県・十和田市)
    • Related Report
      2016 Research-status Report
  • [Presentation] 将来気候変動が農産物生産性に与える影響の定量的評価とその適応策2016

    • Author(s)
      辰己賢一
    • Organizer
      アグリビジネス創出フェア
    • Place of Presentation
      東京ビッグサイト(東京都・江東区)
    • Year and Date
      2016-12-14
    • Related Report
      2016 Research-status Report
  • [Presentation] Effects of climate change on corn yield in the U.S. using a parameter optimized crop model with muliple general circulation models2016

    • Author(s)
      Kenichi TATSUMI
    • Organizer
      JpGU
    • Place of Presentation
      幕張メッセ(千葉県・千葉市)
    • Related Report
      2016 Research-status Report

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Published: 2016-04-21   Modified: 2021-02-19  

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