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Analysis of the spatio-temporal variation in the plant productivity of grazed pastures using field hyperspectral measurements

Research Project

Project/Area Number 23580379
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Zootechnical science/Grassland science
Research InstitutionNational Agriculture and Food Research Organization

Principal Investigator

SAKANOUE SEIICHI  独立行政法人農業・食品産業技術総合研究機構, 北海道農業研究センター・研究支援センター, 業務第2科長 (10414757)

Project Period (FY) 2011 – 2013
Project Status Completed (Fiscal Year 2013)
Budget Amount *help
¥5,330,000 (Direct Cost: ¥4,100,000、Indirect Cost: ¥1,230,000)
Fiscal Year 2013: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2012: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Fiscal Year 2011: ¥2,210,000 (Direct Cost: ¥1,700,000、Indirect Cost: ¥510,000)
Keywords牧草量 / 分光放射 / 地理統計 / クリギング法 / 不均質性 / 動態モデル / kriging法 / 分光放射計
Research Abstract

To analyze the spatiotemporal variation in the plant productivity of grazed pasture, a ground-based hyperspectral measurement with geostatistical analysis was conducted. Above-ground herbage biomass in an experimental pasture can be estimated from the hyperspectral measurement (350-1050nm) and the partial least squares regression model. Assumed that herbage biomass grows according to the Verhulst's logistic model, the plant productivity was estimated in every measurement point in the pasture. The results indicated that the herbage biomass and plant productivity reached their maximum values in early summer, and decreased as grazing season progressed. The spacial distributions of herbage biomass and plant productivity became more homogeneous in autumn than in summer.

Report

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

    (38 results)

All 2014 2013 2012 2011

All Journal Article (10 results) (of which Peer Reviewed: 10 results) Presentation (28 results)

  • [Journal Article] Genetic algorithm-based partial least squares regression for estimating legume content in a grass-legume mixture using field hyperspectral measurements2013

    • Author(s)
      Kawamura K., Watanebe N., Sakanoue S., Lee H.-J., Lim J., Yoshitoshi R.
    • Journal Title

      Grassland Science

      Volume: 59 Issue: 3 Pages: 166-172

    • DOI

      10.1111/grs.12026

    • NAID

      40019973737

    • Related Report
      2013 Annual Research Report 2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] 加速度計測に基づく活動量計を用いた放牧牛の採食行動の識別2013

    • Author(s)
      渡辺也恭,坂上清一,川村健介,吉利怜奈
    • Journal Title

      日本草地学会誌

      Volume: 59 Pages: 226-230

    • URL

      http://grass.ac.affrc.go.jp/contents/59-3

    • Related Report
      2013 Annual Research Report 2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Integration of logistic and kinetics equations of population growth2013

    • Author(s)
      Sakanoue S.
    • Journal Title

      Ecological Modelling

      Volume: 261-262 Pages: 93-97

    • DOI

      10.1016/j.ecolmodel.2013.04.007

    • Related Report
      2013 Final Research Report 2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] ススキ優占群落地上部の炭素と窒素の構成に及ぼす火入れと採草の影響2013

    • Author(s)
      板野志郎,坂上清一,中神弘詞,堤道生
    • Journal Title

      日本草地学会誌

      Volume: 59 Pages: 226-230

    • NAID

      110009597468

    • URL

      http://grass.ac.affrc.go.jp/contents/59-1

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Distinguishing cattle foraging activities using an accelerometry-based activity monitor2013

    • Author(s)
      Yoshitoshi R., Watanabe N., Kawamura K., Sakanoue S., Mizoguchi R., Lee H.-J., Kurokawa Y.
    • Journal Title

      Rangeland Ecology and Management

      Volume: 66 Issue: 3 Pages: 382-386

    • DOI

      10.2111/rem-d-11-00027.1

    • Related Report
      2013 Final Research Report 2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] 北海道におけるススキ(Miscanthus sinensis)型草地の植生遷移と生産力の推移2013

    • Author(s)
      八木隆徳,坂上清一,渡辺也恭,高橋俊,小路敦
    • Journal Title

      北海道農業研究センター研究報告

      Volume: 199 Pages: 13-23

    • NAID

      120006586521

    • URL

      https://www.naro.affrc.go.jp/publicity_report/publication/laboratory/harc/report/046146.html

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] ススキ優占群落地上部の炭素と窒素の構成に及ぼす火入れと採草の影響2013

    • Author(s)
      板野志郎・坂上清一・中神弘詞・堤道生
    • Journal Title

      日本草地学会誌

      Volume: 59 Pages: 29-32

    • NAID

      110009597468

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] 北海道におけるススキ(Miscanthus sinensis)型草地の植生遷移と生産力の推移2013

    • Author(s)
      八木隆徳・坂上清一・渡辺也恭・高橋俊・小路敦
    • Journal Title

      北海道農業研究センター研究報告

      Volume: 199 Pages: 13-23

    • NAID

      120006586521

    • Related Report
      2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Estimating the spatial distribution of green herbage biomass and quality by geostatistical analysis with field hyperspectral measurements2011

    • Author(s)
      Lee H.-J., Kawamura K., Watanebe N., Sakanoue S., Sakuno Y., Itano S., Nakagoshi N.
    • Journal Title

      Grassland Science

      Volume: 57 Issue: 3 Pages: 142-149

    • DOI

      10.1111/j.1744-697x.2011.00221.x

    • NAID

      10030356057

    • Related Report
      2013 Final Research Report 2011 Research-status Report
    • Peer Reviewed
  • [Journal Article] Waveband selection using a phased regression with a bootstrap procedure for estimating legume content in a mixed sown pasture2011

    • Author(s)
      Kawamura K., Watanabe N., Sakanoue S., Lee H.-J., Inou, Y.
    • Journal Title

      Grassland Science

      Volume: 57 Issue: 2 Pages: 81-93

    • DOI

      10.1111/j.1744-697x.2011.00212.x

    • NAID

      10029738828

    • Related Report
      2013 Final Research Report 2011 Research-status Report
    • Peer Reviewed
  • [Presentation] 牛の背中と尾に装着した加速度計データの利用によるふん尿排世行動の把握2014

    • Author(s)
      渡辺也恭,坂上清一,川村健介,吉利怜奈
    • Organizer
      2014年度日本草地学会宮崎大会
    • Place of Presentation
      宮崎県宮崎市
    • Related Report
      2013 Final Research Report
  • [Presentation] 大規模草地における精密放牧システムの構築(17)傾斜放牧地における牛の排糞場所の予測2014

    • Author(s)
      吉利怜奈,渡辺也恭,川村健介,林志舷,坂上清一,安田泰輔
    • Organizer
      2014年度日本草地学会宮崎大会
    • Place of Presentation
      宮崎県宮崎市
    • Related Report
      2013 Final Research Report
  • [Presentation] 牛の背中と尾に装着した加速度計データの利用によるふん尿排泄行動の把握2014

    • Author(s)
      渡辺也恭・坂上清一・川村健介・吉利怜奈
    • Organizer
      2014年度日本草地学会宮崎大会
    • Place of Presentation
      宮崎県宮崎市宮崎
    • Related Report
      2013 Annual Research Report
  • [Presentation] 大規模草地における精密放牧システムの構築(17)傾斜放牧地における牛の排糞場所の予測2014

    • Author(s)
      吉利怜奈・渡辺也恭・川村健介・林志炫・坂上清一・安田泰輔
    • Organizer
      2014年度日本草地学会宮崎大会
    • Place of Presentation
      宮崎県宮崎市
    • Related Report
      2013 Annual Research Report
  • [Presentation] GPS首輪と牛の尾に装着した加速度計データの利用による放牧地内ふん排世行動の把握2013

    • Author(s)
      渡辺也恭,坂上清一,川村健介,吉利怜奈
    • Organizer
      日本家畜管理学会2013年度春季研究発表会
    • Place of Presentation
      広島県広島市安田女子大学
    • Year and Date
      2013-03-29
    • Related Report
      2013 Final Research Report
  • [Presentation] Bayesian modeling for estimating cattle's dung position in pasture2013

    • Author(s)
      Yoshitoshi R., Watanabe N., Kawamura K., Sakanoue S., Lim J., Yasuda T.
    • Organizer
      The 22nd International Grasslands Congress
    • Place of Presentation
      Sydney, Australia
    • Related Report
      2013 Annual Research Report 2013 Final Research Report
  • [Presentation] サイレージ補助飼料無しの放牧飼養が乳牛の乳量・乳成分に及ぼす影響2013

    • Author(s)
      渡辺也恭,八木隆徳,上田靖子,朝隈貞樹,安藤哲,坂上清一,秋山典昭
    • Organizer
      2013年度日本草地学会山形大会
    • Place of Presentation
      山形県山形市山形大学
    • Related Report
      2013 Final Research Report 2012 Research-status Report
  • [Presentation] GPS首輪と牛の尾に装着した加速度計データの利用による放牧地内ふん排泄行動の把握2013

    • Author(s)
      渡辺也恭・坂上清一・川村健介・吉利怜奈
    • Organizer
      日本家畜管理学会2013年度春季研究発表会
    • Place of Presentation
      広島県広島市安田女子大学
    • Related Report
      2012 Research-status Report
  • [Presentation] 放牧牛の日内体重変動を利用した放牧草地と牛の状態診断2012

    • Author(s)
      渡辺也恭,八木隆徳,上田靖子,朝隈貞樹,安藤哲,坂上清一,秋山典昭
    • Organizer
      北海道畜産草地学会第1回大会
    • Place of Presentation
      北海道札幌市北海道大学
    • Related Report
      2013 Final Research Report
  • [Presentation] Herbage biomass and quality status assessment in a mixed sown pasture from airborne based hyperspectral imaging2012

    • Author(s)
      Kawamura K., Watanabe N., Sakanoue S., Lim J., Yoshitoshi R., Odagawa S.
    • Organizer
      The 33rd Asian Conference on Remote Sensing
    • Place of Presentation
      Pattaya, Thailand
    • Related Report
      2013 Final Research Report
  • [Presentation] A methodology for determining cattle's dung position in grazed hill pasture2012

    • Author(s)
      Yoshitoshi R., Watanabe N., Kawamura K., Sakanoue S., Lim J., Yasuda T.
    • Organizer
      The 33rd Asian Conference on Remote Sensing
    • Place of Presentation
      Pattaya, Thailand
    • Related Report
      2013 Final Research Report
  • [Presentation] 草資源と家畜行動から見た放牧管理2012

    • Author(s)
      川村健介,渡辺也恭,坂上清一
    • Organizer
      システム農学会2012年度秋季大会
    • Place of Presentation
      長野県南箕輪村信州大学
    • Related Report
      2013 Final Research Report 2012 Research-status Report
  • [Presentation] GPSと加速度センサー装着牛による草地評価一利用率の低い傾斜草地上部ヘの施肥による牛の誘導2012

    • Author(s)
      渡辺也恭,坂上清一,川村健介,吉利怜奈
    • Organizer
      2012年度日本草地学会北海道大会
    • Place of Presentation
      北海道江別市酪農学園大学
    • Related Report
      2013 Final Research Report
  • [Presentation] 大規模草地における精密放牧システムの構築(16)傾斜放牧地における牛の排糞場所予測方法の比較2012

    • Author(s)
      吉利怜奈,渡辺也恭,川村健介, Lim Jihyun,坂上清一,安田泰輔
    • Organizer
      2012年度日本草地学会北海道大会
    • Place of Presentation
      北海道江別市酪農学園大学
    • Related Report
      2013 Final Research Report
  • [Presentation] ラジコン飛行機空撮画像を利用した放牧地における植物群落高の空間的な分布の観測2012

    • Author(s)
      川村健介, Lim Jihyun,吉利怜奈,黒川勇三,弓場憲生,渡辺也恭,坂上清一
    • Organizer
      2012年度日本草地学会北海道大会
    • Place of Presentation
      北海道江別市酪農学園大学
    • Related Report
      2013 Final Research Report 2012 Research-status Report
  • [Presentation] Utilization of anaccelerometer for animal behavior research in a grazing system2012

    • Author(s)
      Watanabe N., Sakanoue S., Kawamura K.
    • Organizer
      The 4th Japan-China-Korea Grassland Conference in Aichi, Japan
    • Place of Presentation
      Tokoname, Aichi
    • Related Report
      2013 Final Research Report
  • [Presentation] Estimating green herbage biomass using ALOS/AVNIR-2 image in a mixed-sown pasture2012

    • Author(s)
      Lee H.-J., Kawamura K., Watanabe N., Sakanoue S., Sakuno Y., Nakagoshi N.
    • Organizer
      The 4th Japan-China-Korea Grassland Conference in Aichi, Japan
    • Place of Presentation
      Tokoname, Aichi
    • Related Report
      2013 Final Research Report
  • [Presentation] Utilization of an accelerometer for animal behavior research in a grazing system2012

    • Author(s)
      Nariyasu Watanabe, Seiichi Sakanoue and Kensuke Kawamura
    • Organizer
      The 4th Japan-China-Korea Grassland Conference in Aichi, Japan
    • Place of Presentation
      愛知県常滑市
    • Related Report
      2012 Research-status Report
  • [Presentation] Estimating green herbage biomass using ALOS/AVNIR-2 image in a mixed-sown pasture2012

    • Author(s)
      Hyo-Jin Lee, Kensuke Kawamura, Nariyasu Watanabe, Seiichi Sakanoue, Yuji Sakuno and Nobukazu Nakagoshi
    • Organizer
      The 4th Japan-China-Korea Grassland Conference in Aichi, Japan
    • Place of Presentation
      愛知県常滑市
    • Related Report
      2012 Research-status Report
  • [Presentation] GPSと加速度センサー装着牛による草地評価-利用率の低い傾斜草地上部への施肥による牛の誘導2012

    • Author(s)
      渡辺也恭・坂上清一・川村健介・吉利怜奈
    • Organizer
      2012年度日本草地学会北海道大会
    • Place of Presentation
      北海道江別市酪農学園大学
    • Related Report
      2012 Research-status Report
  • [Presentation] 大規模草地における精密放牧システムの構築(16)傾斜放牧地における牛の排糞場所予測方法の比較2012

    • Author(s)
      吉利怜奈・渡辺也恭・川村健介・Lim Jihyun・坂上清一・安田泰輔
    • Organizer
      2012年度日本草地学会北海道大会
    • Place of Presentation
      北海道江別市酪農学園大学
    • Related Report
      2012 Research-status Report
  • [Presentation] Herbage biomass and quality status assessment in a mixed sown pasture from airborne based hyperspectral Imaging2012

    • Author(s)
      Kensuke Kawamura, Nariyasu Watanabe, Seiichi Sakanoue, Jihyun Lim, Rena Yoshitoshi and Shinya Odagawa
    • Organizer
      The 33rd Asian Conference On Remote Sensing
    • Place of Presentation
      Pattaya, Thailand
    • Related Report
      2012 Research-status Report
  • [Presentation] A methodology for determining cattle's dung position in grazed hill pasture2012

    • Author(s)
      Rena Yoshitoshi, Nariyasu Watanabe, Kensuke Kawamura, Seiichi Sakanoue, Jihyun Lim and Taisuke Yasuda
    • Organizer
      The 33rd Asian Conference On Remote Sensing
    • Place of Presentation
      Pattaya, Thailand
    • Related Report
      2012 Research-status Report
  • [Presentation] 放牧牛の日内体重変動を利用した放牧草地と牛の状態診断2012

    • Author(s)
      渡辺也恭・八木隆徳・上田靖子・朝隈貞樹・安藤哲・坂上清一・秋山典昭
    • Organizer
      北海道畜産草地学会第1回大会
    • Place of Presentation
      北海道札幌市北海道大学
    • Related Report
      2012 Research-status Report
  • [Presentation] Estimation of legume content in grass-legume mixtures2011

    • Author(s)
      Kawamura K., Watanabe N., Sakanoue S., Lee H.-J., Lim J., Yoshitoshi R.
    • Organizer
      The 32rd Asian Conference on Remote Sensing
    • Place of Presentation
      Taipei, Taiwan
    • Related Report
      2013 Final Research Report
  • [Presentation] Monitoring grazing behavior of cattle with an accelerometry-based activity monitor and GPS2011

    • Author(s)
      Yoshitoshi R., Watanabe N., Kawamura K., Sakanoue S., Lee H.-J., Kurokawa Y.
    • Organizer
      The 32rd Asian Conference on Remote Sensing
    • Place of Presentation
      Taipei, Taiwan
    • Related Report
      2013 Final Research Report
  • [Presentation] Estimation of legume content in grass-legume mixtures2011

    • Author(s)
      Kensuke Kawamura, Nariyasu Watanabe, Seiichi Sakanoue, Hyo-Jin Lee, Jihyun Lim and Rena Yoshitoshi
    • Organizer
      The 32rd Asian Conference On Remote Sensing
    • Place of Presentation
      Taipei, Taiwan
    • Related Report
      2012 Research-status Report
  • [Presentation] Monitoring grazing behavior of cattle with an accelerometry-based activity monitor and GPS2011

    • Author(s)
      Rena Yoshitoshi, Nariyasu Watanabe, Kensuke Kawamura, Seiichi Sakanoue, Hyo-Jin Lee and Yuzo Kurokawa
    • Organizer
      The 32rd Asian Conference On Remote Sensing
    • Place of Presentation
      Taipei, Taiwan
    • Related Report
      2012 Research-status Report

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

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