Hyperspectral Prediction Model for Maize Leaf SPAD in the Whole Growth Period

被引:2
作者
Chen Zhi-qiang [1 ]
Wang Lei [1 ]
Bai You-lu [1 ]
Yang Li-ping [1 ]
Lu Yan-li [1 ]
Wang He [1 ]
Wang Zhi-yong [1 ]
机构
[1] Chinese Acad Agr Sci, Inst Agr Resources & Reg Planning, Sci Lab Plant Nutr & Fertilizer, Minist Agr, Beijing 100081, Peoples R China
关键词
Maize leaf; Soil plant analysis development; Hyperspectral data; Prediction model; CHLOROPHYLL CONCENTRATION; LEAVES; CORN;
D O I
10.3964/j.issn.1000-0593(2013)10-2838-05
中图分类号
O433 [光谱学];
学科分类号
0703 ; 070302 ;
摘要
In the present article, a 2-year maize field experiment for the whole growth period was conducted. Hyperspectral data and chlorophyll contents (SPAD) of maize leaves were measured respectively using portable spectrometer and SPAD-502 chlorophyll meter. Various spectral parameters were selected to build construct prediction models for maize leaf SPAD in annual growth periods based on correlation analysis of the two factors, and detailed validation and evaluation were made. The results showed that there was little difference between the mean curves of spectral reflectance or its first derivative in the two years; the sensitive areas were basically the same about the correlation coefficient curves of leaf SPAD and spectral reflectance or its first derivative; prediction models built with spectral parameters based on first derivative were unstable; prediction models built with LCI, DSI(R-550around, R-680around) and DSI(R-680arouna, R-710around) were all in good conditions, and maize leaf SPAD could be effectively predicted.
引用
收藏
页码:2838 / 2842
页数:5
相关论文
共 14 条
[1]   Relationship between chlorophyll meter readings and total N in crambe leaves as affected by nitrogen topdressing [J].
Benetoli da Silva, Tiago Roque ;
de Souza Reis, Aline Cristina ;
de Goes Maciel, Cleber Daniel .
INDUSTRIAL CROPS AND PRODUCTS, 2012, 39 :135-138
[2]   New spectral indicator assessing the efficiency of crop nitrogen treatment in corn and wheat [J].
Chen, Pengfei ;
Haboudane, Driss ;
Tremblay, Nicolas ;
Wang, Jihua ;
Vigneault, Philippe ;
Li, Baoguo .
REMOTE SENSING OF ENVIRONMENT, 2010, 114 (09) :1987-1997
[3]   Estimating corn leaf chlorophyll concentration from leaf and canopy reflectance [J].
Daughtry, CST ;
Walthall, CL ;
Kim, MS ;
de Colstoun, EB ;
McMurtrey, JE .
REMOTE SENSING OF ENVIRONMENT, 2000, 74 (02) :229-239
[4]   Leaf nitrogen concentration and chlorophyll meter readings as predictors of tall fescue nitrogen nutrition status [J].
Errecart, Pedro M. ;
Agnusdei, Monica G. ;
Lattanzi, Fernando A. ;
Marino, Maria A. .
FIELD CROPS RESEARCH, 2012, 129 :46-58
[5]   Remote estimation of gross primary production in maize and support for a new paradigm based on total crop chlorophyll content [J].
Peng, Yi ;
Gitelson, Anatoly A. ;
Keydan, Galina ;
Rundquist, Donald C. ;
Moses, Wesley .
REMOTE SENSING OF ENVIRONMENT, 2011, 115 (04) :978-989
[6]   Nondestructive diagnostics of nitrogen deficiency by cucumber leaf chlorophyll distribution map based on near infrared hyperspectral imaging [J].
Shi Ji-Yong ;
Zou Xiao-Bo ;
Zhao Jie-Wen ;
Wang Kai-Liang ;
Chen Zheng-Wei ;
Huang Xiao-Wei ;
Zhang De-Tao ;
Holmes, Mel .
SCIENTIA HORTICULTURAE, 2012, 138 :190-197
[7]   Chlorophyll index, photochemical reflectance index and chlorophyll fluorescence measurements of rice leaves supplied with different N levels [J].
Shrestha, Suchit ;
Brueck, Holger ;
Asch, Folkard .
JOURNAL OF PHOTOCHEMISTRY AND PHOTOBIOLOGY B-BIOLOGY, 2012, 113 :7-13
[8]   Irrigation and nitrogen effects on the leaf chlorophyll content and grain yield of maize in different crop years [J].
Szeles, Adrienn Vanyine ;
Megyes, Attila ;
Nagy, Janos .
AGRICULTURAL WATER MANAGEMENT, 2012, 107 :133-144
[9]   Evaluating the relationship between leaf chlorophyll concentration and SPAD-502 chlorophyll meter readings [J].
Uddling, J. ;
Gelang-Alfredsson, J. ;
Piikki, K. ;
Pleijel, H. .
PHOTOSYNTHESIS RESEARCH, 2007, 91 (01) :37-46
[10]  
[杨杰 YANG Jie], 2009, [生态学报, Acta Ecologica Sinica], V29, P6561