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基于棉花冠层高光谱反射率的作物氮含量监测模型

[Monitoring models of the plant nitrogen content based on cotton canopy hyperspectral reflectance].

作者信息

Wang Ke-ru, Pan Wen-chao, Li Shao-kun, Chen Bing, Xiao Hua, Wang Fang-yong, Chen Jiang-lu

机构信息

Institute of Crop Science, Chinese Academy of Agricultural Sciences, The National Key Facilities for Crop Genetic Resources 100081, China.

出版信息

Guang Pu Xue Yu Guang Pu Fen Xi. 2011 Jul;31(7):1868-72.

Abstract

Cotton production for accurate non-destructive, rapid monitoring of plant nitrogen content there is an urgent demand. Canopy spectral characteristics of the cotton plant and its quantitative relationship between nitrogen content, can achieve non-destructive monitoring of cotton nitrogen. Two consecutive years by different nitrogen test, cotton canopy hyperspectral data collection and simultaneous determination of canopy nitrogen content, analysis of different fertilizer treatments of cotton canopy spectral characteristics and the relationship between nitrogen content of cotton, the results show that: nitrogen content of cotton plant in different periods and spectral reflectance in the visible band (400-700 nm) was negatively related to the near-infrared 700-1300 nm band was a significant positive correlation, and in the short-wave infrared 1300-1800 nm band correlation is more complicated. Canopy scale, the whole growth stage of cotton, the visible band are sensitive to nitrogen content in cotton band, and near-infrared only is the cotton boll nitrogen content of the sensitive band; short-wave infrared band only in the budding period Cotton nitrogen sensitive band. Using nitrogen-sensitive bands in different periods can be constructed Cotton Cotton Nitrogen monitoring indicators.

摘要

对于棉花生产而言,迫切需要实现对植株氮含量的精确无损、快速监测。棉花植株的冠层光谱特征及其与氮含量之间的定量关系,能够实现对棉花氮素的无损监测。通过连续两年进行不同施氮量试验,采集棉花冠层高光谱数据并同步测定冠层氮含量,分析不同施肥处理下棉花冠层光谱特征与棉花氮含量的关系,结果表明:棉花植株不同时期的氮含量与可见光波段(400 - 700 nm)光谱反射率呈负相关,与近红外700 - 1300 nm波段呈显著正相关,而在短波红外1300 - 1800 nm波段相关性较为复杂。在冠层尺度上,棉花整个生育期内,可见光波段均是棉花氮含量的敏感波段,近红外仅在棉铃期是棉花氮含量的敏感波段;短波红外波段仅在蕾期是棉花氮含量的敏感波段。利用不同时期的氮敏感波段可构建棉花氮素监测指标。

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