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Estimation of rice growth and yield by using remote sensing data and crop model

Research Project

Project/Area Number 23780263
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Agricultural information engineering
Research InstitutionKyoto University

Principal Investigator

MAKI Masayasu  京都大学, 工学(系)研究科(研究院), 助教 (50375391)

Project Period (FY) 2011 – 2013
Project Status Completed (Fiscal Year 2013)
Budget Amount *help
¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000)
Fiscal Year 2013: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2012: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2011: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Keywordsリモートセンシング / 水稲 / 生育推定 / 収量推定 / 作物成長モデル / タイ / 作物生長モデル
Research Abstract

Assimilation of remote sensing into crop model was investigated for accurate estimation of rice growth and yield. In order to estimate rice yield by assimilating remote sensing data into crop model, availability of crop model used in this study was firstly confirmed using filed measurement data. As results, when these parameters were readjusted by accurate leaf area index (LAI), the model could estimate rice growth and yield. In order to estimate accurate LAI at regional or global scale, TIPS, the vegetation index derived from remote sensing data for estimating LAI, was developed. And it was confirmed that TIPS was more useful to estimate LAI than conventional vegetation indices. For accurate estimation of rice growth and yield, readjustment of parameters in the model was executed using LAI derived from TIPS. As results, estimation accuracy of LAI was improved by optimization using remote sensing data, and estimation accuracy of yield was also improved by using optimized parameters.

Report

(4 results)
  • 2013 Annual Research Report   Final Research Report ( PDF )
  • 2012 Research-status Report
  • 2011 Research-status Report
  • Research Products

    (14 results)

All 2014 2013 2012 2011

All Journal Article (1 results) (of which Peer Reviewed: 1 results) Presentation (12 results) (of which Invited: 1 results) Book (1 results)

  • [Journal Article] Empirical Regression Models for Estimating Multiyear Leaf Area Index of Rice from Several Vegetation Indices at the Field Scale2014

    • Author(s)
      Maki, M., Homma, K.
    • Journal Title

      Remote Sensing

      Volume: 6(6) Pages: 4764-4779

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Presentation] Estimation of rice yield by assimilating remote sensing data into crop growth model (SIMRIW-RS)2014

    • Author(s)
      Maki, M., Homma, K., Hirooka, Y., and Oki, K.
    • Organizer
      International Symposium on Agricultural Meteorology
    • Place of Presentation
      札幌
    • Year and Date
      2014-03-18
    • Related Report
      2013 Final Research Report
  • [Presentation] Estimation of rice yield by assimilating remote sensing data into crop growth model (SIMRIW-RS)2014

    • Author(s)
      M. MAKI, K. HOMMA, Y. HIROOKA and K. OKI
    • Organizer
      International Symposium on Agricultural Meteorology 2014
    • Place of Presentation
      Sapporo, Japan
    • Related Report
      2013 Annual Research Report
  • [Presentation] Development of simulation model to evaluate geographical distribution of rice growth and yield2013

    • Author(s)
      Maki, M., and Homma, K.
    • Organizer
      The International Symposium on Remote Sensing
    • Place of Presentation
      幕張
    • Year and Date
      2013-05-16
    • Related Report
      2013 Final Research Report
  • [Presentation] リモートセンシングデータと作物モデルの同化による収量予測の高精度化2013

    • Author(s)
      牧雅康、本間香貴、沖一雄
    • Organizer
      第22回生研フォーラム
    • Place of Presentation
      東京
    • Year and Date
      2013-03-01
    • Related Report
      2013 Final Research Report
  • [Presentation] Development of SIMRIW-RS -Toward the development of simulation model to evaluate geographical distributions of rice growth and yield-2013

    • Author(s)
      Maki, M. and Homma, K.
    • Organizer
      Workshop on RADAR observation of rice crop monitoring
    • Place of Presentation
      バンコク
    • Year and Date
      2013-02-18
    • Related Report
      2013 Final Research Report
  • [Presentation] Development of simulation model to evaluate geographical distribution of rice growth and yield2013

    • Author(s)
      M. Maki and K. Homma
    • Organizer
      The International Symposium on Remote Sensing 2013
    • Place of Presentation
      Makuhari, Japan
    • Related Report
      2013 Annual Research Report
  • [Presentation] リモートセンシングデータと作物モデルの結合による水稲の広域生育予測 ―ラオス・ビエンチャン市郊外の水田地帯を対象として―2013

    • Author(s)
      関口晃介,牧雅康,本間香貴,吉田貢士,沖一雄
    • Organizer
      日本リモートセンシング学会第55回学術講演会
    • Place of Presentation
      郡山市
    • Related Report
      2013 Annual Research Report
  • [Presentation] Development of SIMRIW-RS -Toward the development of simulation model to evaluate geographical distributions of rice growth and yield-2013

    • Author(s)
      M. Maki and K. Homma
    • Organizer
      Workshop on RADAR observation of rice crop monitoring
    • Place of Presentation
      Bangkok, Thailand
    • Related Report
      2012 Research-status Report
    • Invited
  • [Presentation] リモートセンシングデータとの同化による稲の広域評価型生育・収量予測モデルの開発2012

    • Author(s)
      牧雅康、本間香貴、宮岡香苗
    • Organizer
      H24年度農業農村工学会大会講演会
    • Place of Presentation
      札幌
    • Year and Date
      2012-09-19
    • Related Report
      2013 Final Research Report
  • [Presentation] 空撮画像を用いた稲の生育状態の評価2012

    • Author(s)
      山下裕太, 牧 雅康, 神林満男, 本間香貴
    • Organizer
      システム農学会2012年度春季大会
    • Place of Presentation
      鳥取市
    • Related Report
      2012 Research-status Report
  • [Presentation] Research on detection of rice ecotypes by canopy spectral reflectance2012

    • Author(s)
      M. Kambayashi, K. Homma, M. Maki, Y. Hirooka and T. Shiraiwa
    • Organizer
      the 33rd Asian Conference on Remote Sensing
    • Place of Presentation
      Pattaya, Thailand
    • Related Report
      2012 Research-status Report
  • [Presentation] イネの広域評価型生育・収量予測モデルの開発に向けて2011

    • Author(s)
      牧雅康、本間香貴
    • Organizer
      環境科学会2011年会
    • Place of Presentation
      西宮
    • Year and Date
      2011-09-09
    • Related Report
      2013 Final Research Report
  • [Book] Development of an Environmentally Advanced Basin Model in Asia. Crop Production, Dr Aakash Goyal (Ed.)2014

    • Author(s)
      Oki, K, Noda, K., Yoshida, K., Azechi, I., Maki, M., Homma, K., Hongo, C., and Shirakawa, H.
    • Publisher
      InTech(ISBN : 978-953-51-1174-0, DOI : 10.5772/54926)
    • Related Report
      2013 Final Research Report

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Published: 2011-08-05   Modified: 2019-07-29  

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