Spectrometric estimation of total nitrogen concentration in Douglas-fir foliage

被引:64
作者
Johnson, LF [1 ]
Billow, CR [1 ]
机构
[1] UNIV CALIF BERKELEY,BERKELEY,CA 94720
关键词
D O I
10.1080/01431169608949022
中图分类号
TP7 [遥感技术];
学科分类号
081102 ; 0816 ; 081602 ; 083002 ; 1404 ;
摘要
Spectral measurements of fresh and dehydrated Douglas-fir foliage, from trees cultivated under three fertilization treatments, were acquired with a laboratory spectrophotometer. The slope (first-derivative) of the fresh- and dry-leaf absorbance spectra at locations near known protein absorption features was strongly correlated with total nitrogen (TN) concentration of the foliage samples. A particularly strong correlation was observed between the first-derivative spectra in the 2150-2170 nm region and TN, reaching a local maximum in the fresh-leaf spectra of -0.84 at 2160 nm. Stepwise regression was used to generate calibration equations relating first-derivative spectra from fresh, dry/intact, and dry/ground samples to TN concentration. Standard errors of calibration were 1.52 mg g(-1) (fresh), 1.33 mg g(-1) (dry/intact), and 1.20 mg g(-1) (dry/ground), with a goodness-of-fit of 0.94 and greater. Cross-validation was performed with the fresh-leaf dataset to examine the predictive capability of the regression method; standard errors of prediction ranged from 1.47-2.37 mg g(-1) across seven different validation sets, prediction goodness of fit ranged from 0.85-0.94, and wavelength selection was fairly insensitive to the membership of the calibration set. All regressions in this study tended to select wavelengths in the 2100-2350 nm region, with the primary selection in the 2142-2172 nm region. The study provides positive evidence concerning the feasibility of assessing TN status of fresh-leaf samples by spectrometric means. We assert that the ability to extract biochemical information from fresh-leaf spectra is a necessary but insufficient condition regarding the use of remote sensing for canopy-level biochemical estimation.
引用
收藏
页码:489 / 500
页数:12
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