Analysis of sorghum content in corn–sorghum flour bioethanol feedstock by near infrared spectroscopy

In the sorghum-growing regions of the United States, some bioethanol plants use mixtures of corn and sorghum grains as feedstocks depending on price and availability. For regulatory purposes and for optimizing the ethanol manufacturing process, knowledge of the grain composition of the milled feedstock is important. Thus, a near infrared spectroscopy method was developed to determine the content of sorghum in corn–sorghum flour mixtures. Commercial corn and sorghum grain samples were obtained from a bioethanol plant over an 18-month period and across two crop seasons. An array of corn–sorghum flour mixtures having 0–100% sorghum was prepared and scanned using a near infrared spectrometer in the 950–1650 nm wavelength range. A partial least squares regression model was developed to estimate sorghum content in flour mixtures. A calibration model with R2 of 0.99 and a root mean square error of cross validation of 3.91% predicted the sorghum content of an independent set of flour mixtures with r2 = 0.97, root mean square error of prediction = 5.25% and bias = −0.49%. Fourier-transform infrared spectroscopy was utilized to examine spectral differences in corn and sorghum flours. Differences in absorptions were observed at 2930, 2860, 1710, 1150, 1078, and 988 cm−1 suggesting that C–H antisymmetric and symmetric, C=O and C–O stretch vibrations of corn and sorghum flours differ. The regression coefficients of the near infrared model had major peaks around overtone and combination bands of C–H stretch and bending vibrations at 1165, 1220, and 1350 nm. Therefore, the above results confirmed that sorghum content in corn sorghum flour mixtures can be determined using near infrared spectroscopy.

[1]  A. Hoekstra,et al.  Correction to "Water, Energy, and Carbon Footprints of Bioethanol from the US and Brazil". , 2020, Environmental Science and Technology.

[2]  D. Pape,et al.  The greenhouse gas benefits of corn ethanol – assessing recent evidence , 2020, Biofuels.

[3]  A. Hoekstra,et al.  Water, Energy, and Carbon Footprints of Bioethanol from the U.S. and Brazil. , 2018, Environmental science & technology.

[4]  J. Nowak,et al.  The comprehensive analysis of sorghum cultivated in Poland for energy purposes: Separate hydrolysis and fermentation and simultaneous saccharification and fermentation methods and their impact on bioethanol effectiveness and volatile by-products from the grain and the energy potential of sorghum str , 2018, Bioresource technology.

[5]  P. Kuchhal,et al.  Experimental and theoretical investigation of viscosity, density and sound velocity of jatropha diesel and pure diesel blends , 2018 .

[6]  Donghai Wang,et al.  Evaluating effects of deficit irrigation strategies on grain sorghum attributes and biofuel production , 2018, Journal of Cereal Science.

[7]  Donghai Wang,et al.  Evaluation of the multi-seeded (msd) mutant of sorghum for ethanol production , 2017 .

[8]  H. Cai,et al.  Life-cycle energy use and greenhouse gas emissions of production of bioethanol from sorghum in the United States , 2013, Biotechnology for Biofuels.

[9]  D. Ballabio,et al.  Classification tools in chemistry. Part 1: linear models. PLS-DA , 2013 .

[10]  G. Downey,et al.  Near infrared spectral fingerprinting for confirmation of claimed PDO provenance of honey , 2009 .

[11]  S. Delwiche,et al.  Selecting and sorting waxy wheat kernels using near-infrared spectroscopy. , 2009 .

[12]  K. Cassman,et al.  Improvements in Life Cycle Energy Efficiency and Greenhouse Gas Emissions of Corn‐Ethanol , 2009 .

[13]  D. Jayas,et al.  Identification of wheat classes using wavelet features from near infrared hyperspectral images of bulk samples. , 2009 .

[14]  Xiaorong Wu,et al.  Grain sorghum is a viable feedstock for ethanol production , 2008, Journal of Industrial Microbiology & Biotechnology.

[15]  J. Kister,et al.  Geographic origins and compositions of virgin olive oils determinated by chemometric analysis of NIR spectra. , 2007, Analytica chimica acta.

[16]  S. Bean,et al.  Novel food and non-food uses for sorghum and millets. , 2006 .

[17]  D. Cozzolino,et al.  Geographic classification of spanish and Australian tempranillo red wines by visible and near-infrared spectroscopy combined with multivariate analysis. , 2006, Journal of agricultural and food chemistry.

[18]  J. Karkalas,et al.  Starch-composition, fine structure and architecture , 2004 .

[19]  J. Grdadolnik Infrared difference spectroscopy: Part I. Interpretation of the difference spectrum , 2003 .

[20]  Tom Fearn,et al.  Practical Nir Spectroscopy With Applications in Food and Beverage Analysis , 1993 .

[21]  Earl O. Heady,et al.  Large-scale ethanol production from corn and grain sorghum and improving conversion technology , 1986 .

[22]  J. Dahlberg The Role of Sorghum in Renewables and Biofuels. , 2019, Methods in molecular biology.

[23]  J. Portugal-Pereira,et al.  The Effect of Biofuel Production on Greenhouse Gas Emission Reductions , 2018 .

[24]  S. Delwiche,et al.  Binary mixtures of waxy wheat and conventional wheat as measured by NIR reflectance. , 2016, Talanta.

[25]  A. Liska,et al.  Dryland Performance of Sweet Sorghum and Grain Crops for Biofuel in Nebraska , 2010 .

[26]  Carlos Miralbés,et al.  Discrimination of European wheat varieties using near infrared reflectance spectroscopy , 2008 .

[27]  Andrew D. Jones,et al.  Material for : Ethanol Can Contribute To Energy and Environmental Goals , 2006 .

[28]  M. Scott,et al.  GRAIN COMPOSITION AND AMINO ACID CONTENT IN MAIZE CULTIVARS REPRESENTING 80 YEARS OF COMMERCIAL MAIZE VARIETIES , 2006 .

[29]  G. Socrates,et al.  Infrared and Raman characteristic group frequencies : tables and charts , 2001 .

[30]  J. Wall,et al.  Corn and sorghum grain proteins , 1978 .

[31]  J. S. Wall,et al.  Composition of sorghum plant and grain. , 1970 .