Time series analysis of EO-1 hyperion data for yield estimation at an agricultural site

被引:0
|
作者
Datt, B [1 ]
Jupp, DLB [1 ]
McVicar, TR [1 ]
Van Niel, TG [1 ]
Pearlman, J [1 ]
机构
[1] CSIRO, Canberra, ACT 2601, Australia
关键词
hyperspectral indices; time series; yield;
D O I
暂无
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
A time series of EO-1 Hyperion images was acquired over the 2001/2002 summer growing season at the Coleambally Irrigation Area in Australia. This data, in conjunction with other remotely sensed and ancillary datasets collected over the site, is being used to develop a range of applications in precision agriculture. This paper evaluates the potential of Hyperion hyperspectral data for providing improved yield prediction. A number of hyperspectral indices were derived from the processed Hyperion images and compared with rice yield data over several paddocks. Results show that new hyperspectral indices such as the first derivative value and wavelength position of the red edge inflection point are more sensitive to within-paddock variations in yield than commonly used indices such as NDVI. It was also shown that the relationship between indices and yield varied among the paddocks. The influence of standing water during the early growth stages and early senescing and evergreen weeds in mid to late season on the spectral signal poses challenges in the development of yield prediction models for irrigated rice.
引用
下载
收藏
页码:564 / 566
页数:3
相关论文
共 50 条
  • [1] MAPPING AGRICULTURAL CROPS WITH EO-1 HYPERION DATA
    Ntouros, Konstantinos D.
    Gitas, Ioannis Z.
    Silleos, Georgios N.
    2009 FIRST WORKSHOP ON HYPERSPECTRAL IMAGE AND SIGNAL PROCESSING: EVOLUTION IN REMOTE SENSING, 2009, : 271 - +
  • [2] Evaluation of EO-1 hyperion data for agricultural applications
    Miglani, Anshu
    Ray, S. S.
    Pandey, R.
    Parihar, J. S.
    PHOTONIRVACHAK-JOURNAL OF THE INDIAN SOCIETY OF REMOTE SENSING, 2008, 36 (03): : 255 - 266
  • [3] Evaluation of EO-1 hyperion data for agricultural applications
    Anshu Miglani
    S. S. Ray
    R. Pandey
    J. S. Parihar
    Journal of the Indian Society of Remote Sensing, 2008, 36 : 255 - 266
  • [4] Preprocessing of EO-1 hyperion data
    Khurshid, K. Shahid
    Staenz, Karl
    Sun, Lixin
    Neville, Robert
    White, H. Peter
    Bannari, Abdou
    Champagne, Catherine M.
    Hitchcock, Robert
    CANADIAN JOURNAL OF REMOTE SENSING, 2006, 32 (02) : 84 - 97
  • [5] SEMANTIC ANALYSIS OF EO-1 HYPERION HYPERSPECTRAL DATA
    Costachioiu, Teodor
    Constantinescu, Rodica
    Lazarescu, Vasile
    Datcu, Mihai
    2013 5TH WORKSHOP ON HYPERSPECTRAL IMAGE AND SIGNAL PROCESSING: EVOLUTION IN REMOTE SENSING (WHISPERS), 2013,
  • [6] Application of EO-1 Hyperion Data for Mapping and Discrimination of Agricultural Crops
    Ramesh, H.
    Soorya, P. P.
    HYDROLOGIC MODELING, 2018, 81 : 401 - 421
  • [7] Preprocessing EO-1 Hyperion hyperspectral data to support the application of agricultural indexes
    Datt, B
    McVicar, TR
    Van Niel, TG
    Jupp, DLB
    Pearlman, JS
    IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2003, 41 (06): : 1246 - 1259
  • [8] Spectral contribution of understory to forest reflectance in a boreal site: an analysis of EO-1 Hyperion data
    Rautiainen, Miina
    Lukes, Petr
    REMOTE SENSING OF ENVIRONMENT, 2015, 171 : 98 - 104
  • [9] Potential of Hyperion EO-1 hyperspectral data for wheat crop chlorophyll content estimation
    Bannari, A.
    Khurshid, K.S.
    Staenz, K.
    Schwarz, J.
    Canadian Journal of Remote Sensing, 2008, 34 (SUPPL. 1)
  • [10] Vicarious Calibration of EO-1 Hyperion
    McCorkel, Joel
    Thome, Kurtis
    Ong, Lawrence
    IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2013, 6 (02) : 400 - 407