跳到主要导航 跳到搜索 跳到主要内容

Measurement of chlorophyll content in wheat leaves using hyperspectral scanning

  • Hui Huang
  • , Wei Wang
  • , Yan Kun Peng*
  • , Jian Hu Wu
  • , Xiao Dong Gao
  • , Xiu Wang
  • , Jing Zhang
  • *此作品的通讯作者
  • China Agricultural University

科研成果: 期刊稿件文章同行评审

摘要

The objective of the present research was to evaluate the potential of hyperspectral scanning as a way for nondestructive measurement of chlorophyll content in wheat leaves, which can indicates the plant healthy status. One hundred twenty samples were randomly picked from Xiao Tangshan farm. Ninety samples were used as calibration set and others were used for verification set. After capturing hyperspectral image in the range of 400-1000 nm, the chlorophyll contents of samples were measured immediately. Four different mathematical treatments were used in spectra processing in the wavelength range of 491-887 nm: multiplicative scatter correction (MSC), first derivative correction, and second derivative correction. Statistical models were developed using partial least square regression (PLSR), and stepwise multiple linear regression (SMLR) analysis technique. The results showed that the best calibration model was obtained by PLSR analysis, after processing spectra with MSC and second derivate, with a relatively higher coefficient of determination of calibration (0.82) and validation (0.79) respectively, a relatively lower RMSEC value (0.69), and a small difference between RMSEC (0.69) and RMSEP (0.71). The results indicate that it is feasible to use hyperspectral scanning technique for nondestructive measurement of chlorophyll content in wheat leaves.

源语言英语
页(从-至)1811-1814
页数4
期刊Guang Pu Xue Yu Guang Pu Fen Xi/Spectroscopy and Spectral Analysis
30
7
DOI
出版状态已出版 - 7月 2010
已对外发布

指纹

探究 'Measurement of chlorophyll content in wheat leaves using hyperspectral scanning' 的科研主题。它们共同构成独一无二的指纹。

引用此