Comparison of Leaf and Canopy Parameters for Estimating Wheat Nitrogen and Grain Protein Content

Winter wheat leaf and canopy nitrogen status are important indicators for crop growth diagnosis and grain protein content (GPC) estimation. We monitored the N status and GPC of winter wheat based on wheat leaf-level and canopy-level chlorophyll sensitivity parameters using two hand-held instruments: SPAD-502 for wheat leaves and Multiplex 3 for the canopy. The SPAD value of the first two fully expanded leaves of winter wheat and nine wheat canopy fluorescence parameters were measured at five growth stages from April to June 2012. The correlation between the SPAD value and the canopy fluorescence parameters were then analyzed and compared for their accuracy in assessing leaf N content (LNC), canopy N density (CND), and GPC. Canopy-level fluorescence parameters were more accurate for estimating CND than leaf SPAD and LNC. The results of our study also indicate that leaf-level SPAD and canopy-level fluorescence spectral parameters are all sensitive to GPC. A partial least-squares regression (PLSR) method was used to estimate GPC based on the multi-temporal leaf SPAD value and canopy fluorescence parameters. Estimating GPC using PLSR with multiple stages of fluorescence variables yielded greater estimation accuracy [R2= 0.766 and root mean square of error prediction (RMSEP) = 0.563%] than the SPAD variables [R2= 0.653 and RMSEP = 0.707%]. Thus, we conclude that canopy-level fluorescence spectral parameters are better indicators for wheat growth activity and can be used to successfully estimate winter wheat GPC.

[1]  E. Chacko,et al.  Relation between extractable chlorophyll and portable chlorophyll meter readings in leaves of eight tropical and subtropical fruit-tree species , 1991 .

[2]  P. McVetty,et al.  DRY MATTER AND NITROGEN ACCUMULATION AND REDISTRIBUTION AND THEIR RELATIONSHIP TO GRAIN YIELD AND GRAIN PROTEIN IN OATS , 1988 .

[3]  Michael Wachendorf,et al.  Development of canopy reflectance models to predict forage quality of legume-grass mixtures. , 2009 .

[4]  M. P. Tuohy,et al.  In-field hyperspectral proximal sensing for estimating quality parameters of mixed pasture , 2011, Precision Agriculture.

[5]  Gwendal Latouche,et al.  A new optical leaf-clip meter for simultaneous non-destructive assessment of leaf chlorophyll and epidermal flavonoids , 2012, Physiologia plantarum.

[6]  Peter R. Shewry,et al.  Improvement of protein quality in cereals , 1983 .

[7]  Francisco M. Padilla,et al.  Proximal optical sensing of cucumber crop N status using chlorophyll fluorescence indices , 2016 .

[8]  David P. Hamilton,et al.  INFLUENCE OF NITROGEN ON THE PRIMARY AND SECONDARY METABOLISM AND SYNTHESIS OF FLAVONOIDS IN CHRYSANTHEMUM MORIFOLIUM RAMAT , 2010 .

[9]  Nicolas Tremblay,et al.  Sensing crop nitrogen status with fluorescence indicators. A review , 2011, Agronomy for Sustainable Development.

[10]  I. Asano,et al.  The diagnosis of nitrogen nutrition of rice plants (Sasanishiki) using chlorophyll-meter. , 1986 .

[11]  Nicolas Tremblay,et al.  A first comparison of Multiplex ® for the assessment of corn nitrogen status , 2012 .

[12]  Z. Cerovic,et al.  Optically assessed contents of leaf polyphenolics and chlorophyll as indicators of nitrogen deficiency in wheat (Triticum aestivum L.) , 2005 .

[13]  Gwendal Latouche,et al.  Non-Destructive Optical Monitoring of Grape Maturation by Proximal Sensing , 2010, Sensors.

[14]  R. Jongschaap,et al.  Spectral measurements at different spatial scales in potato: relating leaf, plant and canopy nitrogen status , 2004 .

[15]  Liangyun Liu,et al.  Prediction of grain protein content in winter wheat (Triticum aestivum L.) using plant pigment ratio (PPR) , 2004 .

[16]  Francisco M. Padilla,et al.  Evaluation of optical sensor measurements of canopy reflectance and of leaf flavonols and chlorophyll contents to assess crop nitrogen status of muskmelon , 2014 .

[17]  C. Buschmann Variability and application of the chlorophyll fluorescence emission ratio red/far-red of leaves , 2007, Photosynthesis Research.

[18]  Wenjiang Huang,et al.  Relationships of leaf nitrogen concentration and canopy nitrogen density with spectral features parameters and narrow-band spectral indices calculated from field winter wheat (Triticum aestivum L.) spectra , 2012 .

[19]  Douglas G. Pfeiffer,et al.  Growing Conditions Alter the Relationship Between SPAD-501 Values and Apple Leaf Chlorophyll , 1990 .

[20]  A. Thomsen,et al.  Predicting grain yield and protein content in winter wheat and spring barley using repeated canopy reflectance measurements and partial least squares regression , 2002, The Journal of Agricultural Science.

[21]  Scott X. Chang,et al.  Nondestructive and rapid estimation of hardwood foliar nitrogen status using the SPAD-502 chlorophyll meter , 2003 .

[22]  Hartmut K. Lichtenthaler,et al.  The Chlorophyll Fluorescence Ratio F735/F700 as an Accurate Measure of the Chlorophyll Content in Plants , 1999 .