Winter Wheat Yield Estimation Model with MODIS Normalized Near-infrared Spectral Index

被引:0
|
作者
Lin Wenpeng [1 ]
Zhao Min [1 ]
Liu Yunlong [1 ]
Gao Jun [1 ]
Wang Chenli [2 ]
机构
[1] Shanghai Normal Univ, Dept Geog, Shanghai, Peoples R China
[2] China Natl Acad Cult Prop, Beijing, Peoples R China
关键词
Terra/MODIS; Normalized Near-infrared spectral index; winter wheat; yield estimation with remote sensing;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Terra/MODIS has spectral and spatial resolution advantage over NOAA/AVHRR. To probe into using MODIS near-infrared spectrum further, winter wheat yield estimation was taken as example in Hebei Province China. Firstly, According to winter wheat biological characteristic, three MODIS near-infrared spectrum data were retrieved in heading stage, which central wavelength is 860nm, 1240nm and 1640nm. Secondly, the normalized near-infrared spectral index (NNSI) is defined by every two near-infrared spectrum, such as (860nm, 1240nm), (860nm, 1640nm) and (1240nm, 1640nm). Thirdly, the statistical correlation analysis with yield were carried on and set up models for yield forecasting with NNSI. The result shows their coefficient correlations are greater than 0.77 and better than with NDVI. Especially the NNSI defined by (860nm, 1640nm), its coefficient correlation is 0.815. So NNSI can do well to forecast winter wheat yield. So we can conclude that normalized index in near-infrared spectrum can do better and more reliable than normalized index in visual and near-infrared spectrums for yield forecasting. And given play to the hysperspectral advantage of MODIS, it can service to crop condition monitoring and crop yield estimation of Ministry of Agriculture.
引用
收藏
页码:153 / +
页数:2
相关论文
共 50 条
  • [21] Assimilation of MODIS-LAI into the WOFOST model for forecasting regional winter wheat yield
    Ma, Guannan
    Huang, Jianxi
    Wu, Wenbin
    Fan, Jinlong
    Zou, Jinqiu
    Wu, Sijie
    MATHEMATICAL AND COMPUTER MODELLING, 2013, 58 (3-4) : 634 - 643
  • [22] INFLUENCE OF TEMPERATURE ON ESTIMATION OF PROTEIN AND MOISTURE IN WHEAT BY NEAR-INFRARED REFLECTANCE
    NORRIS, KH
    WILLIAMS, PC
    ZAROWSKI, WS
    CEREAL FOODS WORLD, 1978, 23 (08) : 461 - 462
  • [23] COMPARING NEAR-INFRARED REFLECTANCE WITH OTHER METHODS OF PROTEIN ESTIMATION IN WHEAT
    NORRIS, KH
    WILLIAMS, PC
    CEREAL FOODS WORLD, 1979, 24 (09) : 450 - 450
  • [24] Near-infrared hyperspectral imaging for deoxynivalenol and ergosterol estimation in wheat samples
    Femenias, Antoni
    Gatius, Ferran
    Ramos, Antonio J.
    Sanchis, Vicente
    Marin, Sonia
    FOOD CHEMISTRY, 2021, 341
  • [25] INFLUENCE OF TEMPERATURE ON ESTIMATION OF PROTEIN AND MOISTURE IN WHEAT BY NEAR-INFRARED REFLECTANCE
    WILLIAMS, PC
    NORRIS, KH
    ZAROWSKI, WS
    CEREAL CHEMISTRY, 1982, 59 (06) : 473 - 477
  • [26] Rapid determination of acidity index of peanuts by near-infrared spectroscopy technology: Comparing the performance of different near-infrared spectral models
    Jiang, Hui
    Liu, Liangyuan
    Chen, Quansheng
    INFRARED PHYSICS & TECHNOLOGY, 2022, 125
  • [27] Quantification of Mildew Damage in Soft Red Winter Wheat Based on Spectral Characteristics of Bulk Samples: A Comparison of Visible-Near-Infrared Imaging and Near-Infrared Spectroscopy
    Muhammad A. Shahin
    Stephen J. Symons
    Dave W. Hatcher
    Food and Bioprocess Technology, 2014, 7 : 224 - 234
  • [28] Quantification of Mildew Damage in Soft Red Winter Wheat Based on Spectral Characteristics of Bulk Samples: A Comparison of Visible-Near-Infrared Imaging and Near-Infrared Spectroscopy
    Shahin, Muhammad A.
    Symons, Stephen J.
    Hatcher, Dave W.
    FOOD AND BIOPROCESS TECHNOLOGY, 2014, 7 (01) : 224 - 234
  • [29] Integrated Near-Infrared Spectral Sensor based on Near-Infrared Detector Arrays
    Hakkel, Kaylee D.
    Petruzzella, Maurangelo
    Ou, Fang
    van Klinken, Anne
    Pagliano, Francesco
    Liu, Tianran
    van Veldhoven, Rene P. J.
    Fiore, Andrea
    2021 CONFERENCE ON LASERS AND ELECTRO-OPTICS (CLEO), 2021,
  • [30] Near-infrared versus visual sorting of Fusarium-damaged kernels in winter wheat
    Wegulo, Stephen N.
    Dowell, Floyd E.
    CANADIAN JOURNAL OF PLANT SCIENCE, 2008, 88 (06) : 1087 - 1089