Data-based multivariate modeling of a grain comminution process

被引:0
作者
Dal-Pastro, Filippo [1 ]
Facco, Pierantonio [1 ]
Bezzo, Fabrizio [1 ]
Thomas, Helen [2 ]
Zamprogna, Eliana [2 ]
Barolo, Massimiliano [1 ]
机构
[1] Univ Padua, Dept Ind Engn, CAPE Lab, I-35131 Padua Pd, Italy
[2] Buhler AG, Div Grain Proc, CH-9240 Uzwil, Switzerland
来源
12TH INTERNATIONAL SYMPOSIUM ON PROCESS SYSTEMS ENGINEERING AND 25TH EUROPEAN SYMPOSIUM ON COMPUTER AIDED PROCESS ENGINEERING, PT C | 2015年 / 37卷
关键词
grain comminution; latent variable model; process understanding; product design; REGRESSION; MILL;
D O I
暂无
中图分类号
TQ [化学工业];
学科分类号
0817 ;
摘要
A grain comminution process is based on a gradual size reduction approach, through repeated milling and sieving units that increase the flour yield. In this study we use latent variable modeling techniques to link process parameters and grain properties to the final product quality. Using experimental data, it is shown how the use of models in their direct form allows one to improve process understanding and to predict the product quality from the process settings and grain properties. Additionally, it is shown that, by inverting the latent variable models, the optimal combination of process parameters and grain properties leading to a desired product quality can be determined.
引用
收藏
页码:2219 / 2224
页数:6
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