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

• Project/Area Number: 21880030
• Research Category: Grant-in-Aid for Research Activity Start-up
• Allocation Type: Single-year Grants
• Research Field: Zootechnical science/Grassland science
• Research Institution: Hiroshima 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: ¥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.

Research Products

• [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
  • 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
  • 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
  • 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 Volume: 57(印刷中)
  • 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
  • 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
  • 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
• [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 (2010)
  • 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
  • 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 regression (2010)
  • Author(s): Kawamura, K., Watanabe, N., Sakanoue, S., Lee, H-J., Inoue, Y., Odagawa, S.
  • Journal Title: Grassland Science Volume: 56 Pages: 205-216
  • 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 (2010)
  • 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)
  • 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)
• [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
  • 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 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
  • 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)
• [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)
• [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)
• [Presentation] Precision farming system on extensive pasture 16. Estimating spatial and temporal variations of pasture biomass and quality using a hand-held crop measuring device (2011)
  • 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)
• [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, Hokkaido (2011)
  • 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)
• [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
• [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)
• [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)
• [Presentation] Precision farming system on extensive pasture 10. Estimating spatial distributions of pasture mass and quality from field hyperspectral measurements with geostatisticalanalysis (2010)
  • 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)
• [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)
• [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)
• [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)
• [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
• [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.
• [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: ソウル市(韓国)
• [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.
• [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 C3046 (2010)
  • Author(s): 秋山侃, 川村健介
  • Publisher: 学会出版センター