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Spectroscopy Letters
An International Journal for Rapid Communication
Volume 47, 2014 - Issue 6
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Original Articles

Nondestructive Quantification of Foliar Chlorophyll in an Apple Orchard by Visible/Near-Infrared Reflectance Spectroscopy and Partial Least Squares

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Pages 481-487 | Received 02 Apr 2013, Accepted 14 Jun 2013, Published online: 01 Apr 2014

REFERENCES

  • Liu , M. ; Liu , X. ; Li , M. ; Fang , M.; Chi W. Neural-network model for estimating leaf chlorophyll concentration in rice under stress from heavy metals using four spectral indices . Biosyst. Eng. 2010 , 106 , 223 – 233 .
  • Albrechtová , J. ; Seidl , Z. ; Aitkenhead-Peterson , J. ; Lhotáková , Z. ; Rock , B. N. ; Alexander , J. E. ; Malenovský , Z. ; McDowell , W. H. Spectral analysis of coniferous foliage and possible links to soil chemistry: are spectral chlorophyll indices related to forest floor dissolved organic C and N . Sci. Total Environ. 2008 , 404 , 424 – 432 .
  • Gitelson , A. A. ; Gritz , Y. ; Merzlyak , M. N. Relationships between leaf chlorophyll content and spectral reflectance and algorithms for non-destructive chlorophyll assessment in higher plant leaves . J. Plant Physiol. 2003 , 160 , 271 – 282 .
  • Li , X. ; Lee , W. S. ; Li , M. ; Ehsani , R. ; Mishra , A. R. ; Yang , C. ; Mangan , R. L. Spectral difference analysis and airborne imaging classification for citrus greening infected trees . Comput. Electron. Agric. 2012 , 83 , 32 – 46 .
  • Perry , E. M. ; Davenport , J. R. Spectral and spatial differences in response of vegetation indices to nitrogen treatments on apple . Comput. Electron. Agric. 2007 , 59 , 56 – 65 .
  • Barry , K. M. ; Newnham , G. J. ; Stone , C. Estimation of chlorophyll content in Eucalyptus globulus foliage with the leaf reflectance model PROSPECT . Agric. Forest Meteorol. 2009 , 149 , 1209 – 1213 .
  • Menesatti , P. ; Antonucci , F. ; Pallottino , F. ; Roccuzzo , G. ; Allegra , M. ; Stagno , F. ; Intrigliolo , F. Estimation of plant nutritional status by Vis–NIR spectrophotometric analysis on orange leaves [Citrus sinensis (L) Osbeck cv Tarocco] . Biosyst. Eng. 2010 , 105 , 448 – 454 .
  • Omar , A. F. ; Atan , H. ; MatJafri , M. Z. Peak response identification through near-infrared spectroscopy analysis on aqueous sucrose, glucose, and fructose solution . Spectrosc. Lett. 2012 , 45 ( 3 ), 190 – 201 .
  • Ruiz-Altisent , M. ; Ruiz-Garcia , L. , Moreda , G. P. ; Lu , R. ; Hernandez-Sanchez , N. ; Correa , E. C. ; Diezma , B. ; Nicolai , B. ; Garcia-Ramos , J. Sensors for product characterization and quality of specialty crops—a review . Comput. Electron. Agric. 2010 , 74 , 176 – 194 .
  • Sankaran , S. ; Mishra , A. ; Maja , J. M. ; Ehsani , R. Visible-near infrared spectroscopy for detection of Huanglongbing in citrus orchards . Comput. Electron. Agric. 2012 , 77 , 127 – 134 .
  • Chang , S. X. ; Robison , D. J. Nondestructive and rapid estimation of hardwood foliar nitrogen status using the SPAD-502 chlorophyll meter . Forest Ecol. Manage. 2003 , 181 , 331 – 338 .
  • Zou , X. ; Shi , J. ; Hao , L. ; Zhao , J. ; Mao , H. ; Chen , Z. ; Li , Y. ; Mel , H. In vivo noninvasive detection of chlorophyll distribution in cucumber (Cucumis sativus) leaves by indices based on hyperspectral imaging . Anal. Chim. Acta 2011 , 706 , 105 – 112 .
  • Richardson , A. D. ; Duigan , S. P. ; Berlyn , G. P. An evaluation of noninvasive methods to estimate foliar chlorophyll content . New Phytologist 2002 , 153 , 185 – 194 .
  • Zou , X. ; Zhao , J. ; Malcolm , J. W. ; Mel , H. ; Mao , H. Variables selection methods in near-infrared spectroscopy . Anal. Chim. Acta 2010 , 667 , 14 – 32 .
  • Guo , Z. ; Chen , Q. ; Chen , L. ; Huang , W. ; Zhang , C. ; Zhao , C. Optimization of informative spectral variables for the quantification of EGCG in green tea using Fourier transform near-infrared (FT-NIR) spectroscopy and multivariate calibration . Appl. Spectrosc. 2011 , 65 , 1062 – 1067 .
  • Leardi , R. ; Norgaard , L. Sequential application of backward interval partial least squares and genetic algorithms for the selection of relevant spectral regions . J. Chemometrics 2004 , 18 , 486 – 497 .
  • Wei , Y. H. ; Li , W. ; Hui , N. ; Xi , L. L. ; Yao , X. J. ; Wu , X. Quantitative near-infrared spectrum-active blood efficacy relationship of compound danshen tablet with genetic algorithm–multiple linear regression . Spectrosc. Lett. 2012 , 45 ( 3 ), 167 – 174 .
  • Leardi , R. Application of genetic algorithm-PLS for feature selection in spectral data sets . J. Chemometrics 2000 , 14 , 643 – 655 .
  • Lichtenthaler , H. K. Chlorophylls carotenoids: pigments of photosynthetic biomembranes . Methods Enzymol. 1987 , 148 , 350 – 382 .
  • Jones , J. J. ; Bridges , A. M. ; Fosberry , A. P. ; Gardner , S. ; Lowers , R. R. ; Newby , R. R. ; James , P. J. ; Hall , R. M. ; Jenkins , O. Potential of real-time measurement of GFP-fusion proteins . J. Biotechnol. 2004 , 109 , 201 – 211 .
  • Zou , X. ; Zhao , J. ; Li , Y. Selection of the efficient wavelength regions in FT-NIR spectroscopy for determination of SSC of ‘Fuji’ apple based on BiPLS and FiPLS models . Vibrat. Spectrosc. 2007 , 44 , 220 – 227 .
  • Gitelson , A. A. ; Merzlyak , M. N. ; Lichtenthaler , H. K. Detection of red edge position and chlorophyll content by reflectance measurements near 700 nm . J. Plant Physiol. 1996 , 148 , 501 – 508 .
  • Color versions of one or more of the figures in the article can be found online at www.tandfonline.com/lstl.

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