Distillers dried grains with solubles (DOGS), a major co-product from the corn ethanol industry, has high feed value for its chemical composition. The ratio of wet distillers grains (WDG) and condensed distillers solubles (CDS) added during the production process determines the chemical composition of DDGS. Effect of changing this ratio and the influence of moisture content on glass transition behavior of DDGS was studied. Five prediction models were evaluated to explain the glass transition of DOGS. The mixed trends in the result indicated the complex behavior of DOGS particles and revealed that both moisture content and chemical composition impact the glass transition behavior of DOGS. Onset glass transition temperature ranged from 20 to 30 degrees C depending on the chemical composition. Kwei equation predictions were better than the predictions by Gordon Taylor equation. The glass transition temperature of DOGS can be mathematically explained by combining the moisture content and chemical components protein, fiber, glycerol, and sugar percent. The artificial neural network (ANN) model gave a better prediction of onset and midpoint glass transition temperature of DOGS and this might be due to the accurate mapping of the interaction between chemical components. (C) 2011 Elsevier Ltd. All rights reserved.
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Univ Nebraska, Dept Text Clothing & Design, Lincoln, NE 68583 USAUniv Nebraska, Dept Text Clothing & Design, Lincoln, NE 68583 USA
Xu, Weijie
Reddy, Narendra
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Univ Nebraska, Dept Text Clothing & Design, Lincoln, NE 68583 USAUniv Nebraska, Dept Text Clothing & Design, Lincoln, NE 68583 USA
Reddy, Narendra
Yang, Yiqi
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Univ Nebraska, Dept Text Clothing & Design, Lincoln, NE 68583 USA
Univ Nebraska, Dept Biol Syst Engn, Lincoln, NE 68583 USA
Univ Nebraska, Nebraska Ctr Mat & Nanosci, Lincoln, NE 68583 USAUniv Nebraska, Dept Text Clothing & Design, Lincoln, NE 68583 USA
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Penn State Univ, Dept Agr & Biol Engn, University Pk, PA 16802 USAPenn State Univ, Dept Agr & Biol Engn, University Pk, PA 16802 USA
Iram, Attia
Cekmecelioglu, Deniz
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Middle East Tech Univ, Dept Food Engn, TR-06800 Ankara, TurkeyPenn State Univ, Dept Agr & Biol Engn, University Pk, PA 16802 USA
Cekmecelioglu, Deniz
Demirci, Ali
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Penn State Univ, Dept Agr & Biol Engn, University Pk, PA 16802 USA
Penn State Univ, Huck Inst Life Sci, University Pk, PA 16802 USAPenn State Univ, Dept Agr & Biol Engn, University Pk, PA 16802 USA