This study investigated the feasibility of mid-infrared (MIR) and Raman spectroscopy for (i) discrimination of three dried dairy ingredients, namely skim milk powder (SMP), whey protein concentrate (WPC) and demineralised whey protein (DWP) powder, and (ii) discrimination of preheat treatments of dried dairy ingredients using partial least squares discriminant analysis (PLS-DA). PLS1-DA models developed using MIR ranges of 800-1800 and 1200-1800 cm(-1) yielded the best discrimination (correct identification of 97.2% for SMP discrimination and 100% for WPC and DWP discrimination). The best PLS2-DA model using MIR spectroscopy was developed over the spectral range of 800-1800 cm(-1) and produced correct identification of 100% for dairy ingredient discrimination. Models developed using Raman 800-1800 and 1200-1800 cm(-1) spectral ranges correctly discriminated (100% correctly identified) each dairy ingredient. Although all PLS1-DA and PLS2-DA models developed using both spectral technologies for preheat treatment discrimination had good discrimination accuracy (86-100%), they employed a high number of factors (8-9 for the best model). The use of the Martens uncertainty test successfully reduced the number of factors employed (3-4 for the best models) and improved the performance of PLS1-DA models for preheat treatment discrimination (all 100% correctly identified). This feasibility study demonstrates the potential of both MIR and Raman spectroscopy for rapid characterisation of dried dairy ingredients.
机构:
Univ Delaware, Dept Phys & Astron, Newark, DE 19716 USAUniv Delaware, Dept Phys & Astron, Newark, DE 19716 USA
Wyngaard, Jacob T.
Khan, Mohammad A.
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Delaware State Univ, Div Phys Engn Math & Comp Sci, Dover, DE 19901 USA
Delaware State Univ, Opt Ctr Appl Res, Dover, DE 19901 USAUniv Delaware, Dept Phys & Astron, Newark, DE 19716 USA
Khan, Mohammad A.
DETECTION AND SENSING OF MINES, EXPLOSIVE OBJECTS, AND OBSCURED TARGETS XXVI,
2021,
11750
机构:
Univ Scranton, Loyola Sci Ctr, Dept Chem, Scranton, PA 18510 USAUniv Scranton, Loyola Sci Ctr, Dept Chem, Scranton, PA 18510 USA
Cobbinah, Elizabeth
Generalao, Oliver B.
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Univ San Agustin, Ctr Informat, Gen Luna St, Iloilo 5000, PhilippinesUniv Scranton, Loyola Sci Ctr, Dept Chem, Scranton, PA 18510 USA
Generalao, Oliver B.
Ke, Guoyi
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Louisiana State Univ Alexandria, Dept Math & Comp Sci, South Alexandria, LA 71302 USAUniv Scranton, Loyola Sci Ctr, Dept Chem, Scranton, PA 18510 USA
Ke, Guoyi
Malaluan, Roberto
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Mindanao State Univ, Iligan Inst Technol, Ctr Sustainable Polymers, Iligan 9200, Philippines
Mindanao State Univ, Iligan Inst Technol, Dept Chem Engn & Technol, Iligan 9200, PhilippinesUniv Scranton, Loyola Sci Ctr, Dept Chem, Scranton, PA 18510 USA
Malaluan, Roberto
Lubguban, Arnold
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Mindanao State Univ, Iligan Inst Technol, Ctr Sustainable Polymers, Iligan 9200, Philippines
Mindanao State Univ, Iligan Inst Technol, Dept Chem Engn & Technol, Iligan 9200, PhilippinesUniv Scranton, Loyola Sci Ctr, Dept Chem, Scranton, PA 18510 USA
Lubguban, Arnold
Dumancas, Gerard G.
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Univ Scranton, Loyola Sci Ctr, Dept Chem, Scranton, PA 18510 USAUniv Scranton, Loyola Sci Ctr, Dept Chem, Scranton, PA 18510 USA