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Basic research toward the application use of hyperspectral remote sensing for assessing pasture quality status

Research Project

Project/Area Number 21880030
Research Category

Grant-in-Aid for Research Activity Start-up

Allocation TypeSingle-year Grants
Research Field Zootechnical science/Grassland science
Research InstitutionHiroshima University

Principal Investigator

KAWAMURA Kensuke  Hiroshima University, 大学院・国際協力研究科, 准教授 (90523746)

Project Period (FY) 2009 – 2010
Project Status Completed (Fiscal Year 2010)
Budget Amount *help
¥2,743,000 (Direct Cost: ¥2,110,000、Indirect Cost: ¥633,000)
Fiscal Year 2010: ¥1,313,000 (Direct Cost: ¥1,010,000、Indirect Cost: ¥303,000)
Fiscal Year 2009: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Keywords草地診断 / 草地利用 / リモートセンシング / 放牧管理 / 精密放牧 / PLS回帰分析 / 遺伝的アルゴリズム / ハイパースペクトル
Research Abstract

The results indicated that herbage biomass, concentrations of nitrogen (N), crude protein (CP), neutral detergent fiber (NDF), acid detergent fiber (ADF), and legume content in white clover-grass mixtures can be estimated from field hyperspectral measurements. Furthermore, the important wavebands to predict pasture parameters were obtained from waveband selection based on genetic algorithm (GA) using partial least squares (PLS) regression, and GA-PLS refined the predictive ability.

Report

(3 results)
  • 2010 Annual Research Report   Final Research Report ( PDF )
  • 2009 Annual Research Report
  • Research Products

    (30 results)

All 2011 2010 2009

All Journal Article (13 results) (of which Peer Reviewed: 11 results) Presentation (15 results) Book (2 results)

  • [Journal Article] Estimating the spatial distribution of green herbage biomass and quality by geostatistical analysis with field hyperspectral measurements.2011

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

      Grassland Science 印刷中

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Waveband selection using a phased regression with a bootstrap procedure for estimating legume content in a mixed sown pasture.2011

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

      Grassland Science 印刷中

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Potential for spectral indices to remotely sense phosphorus and potassium content of legume-based pasture as a means of assessing soil phosphorus and potassium fertility status.2011

    • Author(s)
      Kawamura K., Mackay, A.D., Tuohy, M.P., Betteridge, K., Sanches, I.D., Inoue, Y.
    • Journal Title

      International Journal of Remote Sensing 32

      Pages: 103-124

    • Related Report
      2010 Final Research 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., Inoue, Y.
    • Journal Title

      Grassland Science

      Volume: 57(印刷中)

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Testing genetic algorithm as a tool to select relevant wavebands from field hyberspectral data for estimating pasture mass and quality in a mixed sown pasture using partial least squares regression.2010

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

      Grassland Science 56

      Pages: 205-216

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Utilization by cattle of a pasture including aged hilly sections.2010

    • Author(s)
      Watanabe, N., Umemura, K., Sakanoue, S., Kozakai, T., Kawamura K.
    • Journal Title

      Grassland Science 56

      Pages: 160-167

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] 地上ハイパースペクトル計測による草量と飼料成分の推定-西条ステーション内のイタリアンライグラス採草地における事例-2010

    • Author(s)
      川村健介, 作野裕司, 田中義和, 黒川勇三
    • Journal Title

      島大学大学院生物圏科学研究科瀬戸内圏フィールド科学教育研究センター報告 7

      Pages: 31-35

    • Related Report
      2010 Final Research Report
  • [Journal Article] Potential for spectral indices to remotely sense phosphorus and potassium content of legume-based pasture as a means of assessing soil phosphorus and potassium fertility status2010

    • Author(s)
      Kawamura, K., Mackay, A.D., Tuohy, M.P., Betteridge, K., Sanches, I.D., Inoue, Y.
    • Journal Title

      International Journal of Remote Sensing

      Volume: 32 Pages: 103-124

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Testing genetic algorithm as a tool to select relevant wavebands from field hyperspectral data for estimating pasture mass and quality in a mixed sown pasture using partial least squares regression2010

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

      Grassland Science

      Volume: 56 Pages: 205-216

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Potential for spectral indices to remotely sense phosphorus and potassium content of legume-based pasture as a means of assessing soil phosphorus and potassium fertility status2010

    • Author(s)
      Kawamura, K., Mackay, A.D., Tuohy, M.P., Betteridge, K., Sanches, I.D., Inoue, Y.
    • Journal Title

      International Journal of Remote Sensing (in press)

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 地上ハイパースペクトル計測による草量と飼料成分の推定-西条ステーション内のイタリアンライグラス採草地における事例-2010

    • Author(s)
      川村健介, 作野裕司, 田中義和, 黒川勇三
    • Journal Title

      広島大学大学院生物圏科学研究科瀬戸内圏フィールド科学教育研究センター報告 7(印刷中)

    • Related Report
      2009 Annual Research Report
  • [Journal Article] Field radiometer with canopy pasture probe as a potential tool to estimate and map pasture biomass and mineral components : a case study in the Lake Taupo catchment, New Zealand.2009

    • Author(s)
      Kawamura K., Betteridge, K., Sanches, I.D., Tuohy, M.P., Costall, D., Inoue, Y.
    • Journal Title

      New Zealand Journal of Agricultural Research 52

      Pages: 417-434

    • Related Report
      2010 Final Research Report
    • Peer Reviewed
  • [Journal Article] Field radiometer with canopy pasture probe as a potential tool to estimate and map pasture biomass and mineral components : a case study in the Lake Taupo catchment, New Zealand2009

    • Author(s)
      Kawamura, K., Betteridge, K., Sanches, I.D., Tuohy, M.P., Costall, D., Inoue, Y.
    • Journal Title

      New Zealand Journal of Agricultural Research 52

      Pages: 417-434

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Presentation] 大規模草地における精密放牧システムの構築(13)地上ハイパースペクトル計測に基づく放牧草地の牧草ミネラル成分の推定に有効なモデルと波長情報の検討2011

    • Author(s)
      溝口諒, 川村健介, 吉利怜奈, 李孝鎭, 渡辺也恭, 坂上清一, 黒川勇三
    • Organizer
      2011年度日本草地学会
    • Place of Presentation
      宇都宮大学(栃木県宇都宮市)
    • Related Report
      2010 Final Research Report
  • [Presentation] 大規模草地における精密放牧システムの構築(14)Interval PLSを用いた緑色部草量の推定に有効な地上ハイパースペクトル計測波長の領域選択2011

    • Author(s)
      川村健介, 渡辺也恭, 坂上清一, 李孝鎭, 溝口諒, 吉利怜奈
    • Organizer
      2011年度日本草地学会
    • Place of Presentation
      宇都宮大学(栃木県宇都宮市)
    • Related Report
      2010 Final Research Report
  • [Presentation] 大規模草地における精密放牧システムの構築(15)加速度センサーとGPSを利用した放牧牛の採食行動の空間分布モニタリング2011

    • Author(s)
      吉利怜奈, 渡辺也恭, 川村健介, 溝口諒, 李孝鎭, 坂上清一, 黒川勇三
    • Organizer
      2011年度日本草地学会
    • Place of Presentation
      宇都宮大学(栃木県宇都宮市)
    • Related Report
      2010 Final Research Report
  • [Presentation] Precision farming system on extensive pasture 16. Estimating spatial and temporal variations of pasture biomass and quality using a hand-held crop measuring device2011

    • Author(s)
      Lee, H-J., Kawamura K., Watanabe N., Sakanoue S., Nakagoshi, N.
    • Organizer
      2011年度日本草地学会
    • Place of Presentation
      宇都宮大学(栃木県宇都宮市)
    • Related Report
      2010 Final Research Report
  • [Presentation] Precision farming system on extensive pasture 17. Estimating pasture biomass from ALOS/AVNIR-2 image with ground-based NDVI light sensor measurements in mixed-sawn pasture, Hokkaido2011

    • Author(s)
      Lee, H-J., Kawamura K., Watanabe N.,Sakanoue S., Sakuno Y., Nakagoshi, N.
    • Organizer
      2011年度日本草地学会
    • Place of Presentation
      宇都宮大学(栃木県宇都宮市)
    • Related Report
      2010 Final Research Report
  • [Presentation] Hyperspectral canopy reflectance as potential tool to estimate and map pasture biomass and quality in a grazed pasture, Hokkaido, Japan.2010

    • Author(s)
      Lee, H.J., Kawamura K., Watanabe N., Sakanoue S., Nakagoshi, N.
    • Organizer
      The 2nd International Conference of Urban Biodiversity and Design (URBIO2010).
    • Place of Presentation
      名古屋市
    • Related Report
      2010 Final Research Report
  • [Presentation] 大規模草地における精密放牧システムの構築(8)航空機CASIハイパースペクトル画像による草量と草質の面的分布推定2010

    • Author(s)
      川村健介, 渡辺也恭, 坂上清一, 李孝鎭, 小田川真哉
    • Organizer
      2010年度日本草地学会
    • Place of Presentation
      三重大学(三重県津市)
    • Related Report
      2010 Final Research Report 2009 Annual Research Report
  • [Presentation] 大規模草地における精密放牧システムの構築(9)遺伝的アルゴリズムを用いた波長選択型PLによる草ミネラル成分の推定2010

    • Author(s)
      溝口諒, 吉利怜奈, 李孝鎭, 川村健介, 渡辺也恭, 坂上清一
    • Organizer
      2010年度日本草地学会
    • Place of Presentation
      三重大学(三重県津市)
    • Related Report
      2010 Final Research Report
  • [Presentation] Precision farming system on extensive pasture 10. Estimating spatial distributions of pasture mass and quality from field hyperspectral measurements with geostatisticalanalysis2010

    • Author(s)
      Lee, H.J., Kawamura K., Watanabe N.,Sakanoue S., Nakagoshi, N.
    • Organizer
      2010年度日本草地学会
    • Place of Presentation
      三重大学(三重県津市)
    • Related Report
      2010 Final Research Report
  • [Presentation] 大規模草地における精密放牧システムの構築(11)GPSを利用した牛群の空間分布の把握:2007年の例2010

    • Author(s)
      吉利怜奈, 渡辺也恭, 川村健介, 溝口諒, 李孝鎭, 坂上清一
    • Organizer
      2010年度日本草地学会
    • Place of Presentation
      三重大学(三重県津市)
    • Related Report
      2010 Final Research Report
  • [Presentation] 大規模草地における精密放牧システムの構築(12)携帯式生育情報測定装置の利用による放牧草の粗タンパク含量の推定2010

    • Author(s)
      渡辺也恭, 川村健介, 坂上清一
    • Organizer
      2010年度日本草地学会
    • Place of Presentation
      三重大学(三重県津市)
    • Related Report
      2010 Final Research Report
  • [Presentation] 気球搭載デジタルビデオカメラによる草量と草質の面的評価-イタリアンライグラス採草地における予備試験-2010

    • Author(s)
      川村健介, 作野裕司, 田中義和, 黒川勇三, 渡辺也恭
    • Organizer
      2010年度日本草地学会
    • Place of Presentation
      三重大学(三重県津市)
    • Related Report
      2010 Final Research Report
  • [Presentation] Hyperspectral canopy reflectance as potential tool to estimate and map pasture biomass and quality in a grazed pasture, Hokkaido, Japan2010

    • Author(s)
      Lee, H.J., Kawamura, K., Watanabe, N., Sakanoue, S., Nakagoshi, N.
    • Organizer
      The 2nd International Conference of Urban Biodiversity and Design (URBIO2010)
    • Place of Presentation
      名古屋市
    • Related Report
      2010 Annual Research Report
  • [Presentation] Monitoring of desertification using spectral information in Inner Mongolia, China.2009

    • Author(s)
      Akiyama, T., Kawamura K., Fukuo, A., Saito, G., Cheng, Z.Z
    • Organizer
      The 3rd Korea-China-Japan Joint Symposium on Grassland Agriculture and Livestock Production.
    • Place of Presentation
      Seoul, South Korea.
    • Related Report
      2010 Final Research Report
  • [Presentation] Monitoring of desertification using spectral information in Inner Mongolia, China2009

    • Author(s)
      Akiyama, T., Kawamura, K., Fukuo, A., Saito, G.Cheng, Z.Z
    • Organizer
      The 3rd Korea-China-Japan Joint Symposium on Grassland Agriculture and Livestock Production
    • Place of Presentation
      ソウル市(韓国)
    • Related Report
      2009 Annual Research Report
  • [Book] Grassland Biodiversity : Habitat Types, Ecological Processes and Environmental Impacts (Eds. Johan Runas and Theodor Dahlgren)(Evaluation of Grazing Pressure on Steppe Vegetation by Spectral Measurement.)ISBN : 978-1-60876-542-3.2010

    • Author(s)
      Akiyama T., Kawamura K., Fukuo, A., Sakai, T., Chen, Z., Saito, G
    • Publisher
      Nova Science Publishers, Inc.
    • Related Report
      2010 Final Research Report
  • [Book] 草地科学シリーズ2草地の生態と保全(編集:杉山修一, 小林良次)(第21章 中国内蒙古シリンゴロ草原の衛星モニタリング)ISBN : 978-4-7622-3062-2 C30462010

    • Author(s)
      秋山侃, 川村健介
    • Publisher
      学会出版センター
    • Related Report
      2010 Final Research Report

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Published: 2009-04-01   Modified: 2016-04-21  

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