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ID 34777
本文ファイル
著者
Sakuno, Yuji
Lee, Hyo-Jin
Lim, Jihyun
Kurokawa, Yuzo
Watanabe, Nariyasu
キーワード
balloon
digital video camera
herbage biomass
nitrogen status
spatial distribution
precision agriculture
NDC
技術・工学
農業
抄録(英)
Improving current precision nutrient management requires practical tools to aid the collection of site specific data. Recent technological developments in commercial digital video cameras and the miniaturization of systems on board low-altitude platforms offer cost effective, real time applications for efficient nutrient management. We tested the potential use of commercial digital video camera imagery acquired by a balloon system for mapping herbage biomass (BM), nitrogen (N) concentration, and herbage mass of N (N(mass)) in an Italian ryegrass (Lolium multiflorum L.) meadow. The field measurements were made at the Setouchi Field Science Center, Hiroshima University, Japan on June 5 and 6, 2009. The field consists of two 1.0 ha Italian ryegrass meadows, which are located in an east-facing slope area (230 to 240 m above sea level). Plant samples were obtained at 20 sites in the field. A captive balloon was used for obtaining digital video data from a height of approximately 50 m (approximately 15 cm spatial resolution). We tested several statistical methods, including simple and multivariate regressions, using forage parameters (BM, N, and N(mass)) and three visible color bands or color indices based on ratio vegetation index and normalized difference vegetation index. Of the various investigations, a multiple linear regression (MLR) model showed the best cross validated coefficients of determination (R(2)) and minimum root-mean-squared error (RMSECV) values between observed and predicted herbage BM (R(2) = 0.56, RMSECV = 51.54), N(mass) (R(2) = 0.65, RMSECV = 0.93), and N concentration (R(2) = 0.33, RMSECV = 0.24). Applying these MLR models on mosaic images, the spatial distributions of the herbage BM and N status within the Italian ryegrass field were successfully displayed at a high resolution. Such finescale maps showed higher values of BM and N status at the bottom area of the slope, with lower values at the top of the slope. C (C) 2011 Society of Photo-Optical Instrumentation Engineers (SPIE).
掲載誌名
Journal of Applied Remote Sensing
5巻
開始ページ
053562
出版年月日
2011
出版者
Society of Photo-optical Instrumentation Engineers
ISSN
1931-3195
出版者DOI
言語
英語
NII資源タイプ
学術雑誌論文
広大資料タイプ
学術雑誌論文
DCMIタイプ
text
フォーマット
application/pdf
著者版フラグ
publisher
権利情報
Copyright 2011 Society of Photo-Optical Instrumentation Engineers. One print or electronic copy may be made for personal use only. Systematic reproduction and distribution, duplication of any material in this paper for a fee or for commercial purposes, or modification of the content of the paper are prohibited.
関連情報URL
部局名
国際協力研究科