Application of solvent retention capacity tests for prediction of rheological parameters of wheat flour mill streams

IF 0.8 4区 工程技术 Q4 ENGINEERING, CHEMICAL Hemijska Industrija Pub Date : 2020-03-02 DOI:10.2298/hemind190625001v
Milan Vukic, Janic Hajnal Elizabet, S. Mastilovic, P. D. Vujadinovic, M. Ivanovic, M. D. Soronja-Simovic
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引用次数: 2

Abstract

This paper presents relationship between the rheological properties of dough and individual polymer swelling properties in wheat flour mill streams. The swelling properties were measured by applying the Solvent Retention Capacities (SRC) tests. Significant correlation coefficients were determined for certain rheological parameters. In an effort to extract additional insights from the properties measured, a multivariate analysis was used to develop relationships between the studied parameters. To determine relevant relationships among the parameters, the data exploration step by the Principal Component Analysis was performed. Then, multivariate Partial Least Squares Regression (PLSR) models were developed, to predict certain empirical rheology parameters based on the SRC parameters. The processing of experimental data indicated the possibility of using SRC parameters for predicting rheological properties in conjunction with a suitable mathematical model. The presented approach may be useful for rapid prediction of wheat flour mill streams characteristics and for optimization of the end-flour performances.
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溶剂保留能力试验在小麦粉流流变参数预测中的应用
本文介绍了面粉厂流水中面团流变特性与单体聚合物溶胀特性之间的关系。采用溶剂保留量(SRC)试验测定其溶胀性能。某些流变参数确定了显著的相关系数。为了从测量的属性中提取更多的见解,我们使用了多变量分析来开发所研究参数之间的关系。为了确定参数之间的相关关系,进行了主成分分析的数据探索步骤。然后,建立多元偏最小二乘回归(PLSR)模型,基于SRC参数预测某些经验流变参数。实验数据的处理表明,结合合适的数学模型,使用SRC参数预测流变特性是可能的。该方法可用于快速预测小麦粉磨流特性和优化终粉性能。
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来源期刊
Hemijska Industrija
Hemijska Industrija 工程技术-工程:化工
CiteScore
1.60
自引率
11.10%
发文量
12
审稿时长
6-12 weeks
期刊介绍: The Journal Hemijska industrija (abbreviation Hem. Ind.) is publishing papers in the field of Chemical Engineering (Transport phenomena; Process Modeling, Simulation and Optimization; Thermodynamics; Separation Processes; Reactor Engineering; Electrochemical Engineering; Petrochemical Engineering), Biochemical Engineering (Bioreactors; Protein Engineering; Kinetics of Bioprocesses), Engineering of Materials (Polymers; Metal materials; Non-metal materials; Biomaterials), Environmental Engineeringand Applied Chemistry. The journal is published bimonthly by the Association of Chemical Engineers of Serbia (a member of EFCE - European Federation of Chemical Engineering). In addition to professional articles of importance to industry, scientific research papers are published, not only from our country but from all over the world. It also contains topics such as business news, science and technology news, information on new apparatus and equipment, and articles on environmental protection.
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