Liquid-to-solid ratio control as an advanced process control solution for continuous twin-screw wet granulation

被引:19
|
作者
Nicolai, Niels [1 ,2 ]
De Leersnyder, Fien [1 ]
Copot, Dana [3 ]
Stock, Michiel [4 ]
Ionescu, Clara M. [3 ]
Gernaey, Krist V. [5 ]
Nopens, Ingmar [2 ]
De Beer, Thomas [1 ]
机构
[1] Univ Ghent, Fac Pharmaceut Sci, Dept Pharmaceut Anal, LPPAT, Ottergemsesteenweg 460, B-9000 Ghent, Belgium
[2] Univ Ghent, Fac Biosci Engn, Dept Data Anal & Math Modelling, BIOMATH, Coupure Links 653, B-9000 Ghent, Belgium
[3] Univ Ghent, Dept Elect Energy Met Mech Construct & Syst, Res Grp Dynam Syst & Control, Technol Pk 914, B-9052 Ghent, Belgium
[4] Univ Ghent, Fac Biosci Engn, Dept Data Anal & Math Modelling, KERMIT, Coupure Links 653, B-9000 Ghent, Belgium
[5] Tech Univ Denmark, Dept Chem & Biochem Engn, CAPEC Proc Res Ctr, Bldg 229, DK-2800 Lyngby, Denmark
关键词
spectroscopy; in-line monitoring; system identification; feedback control; CONTROL-SYSTEM; DISTRIBUTIONS; QUALITY; DESIGN; PAT;
D O I
10.1002/aic.16161
中图分类号
TQ [化学工业];
学科分类号
0817 ;
摘要
Assuring compliance of intermediate and final quality attributes in a continuous pharmaceutical manufacturing campaign is of utmost importance. Application of corrective actions might be required in real-time. This work exemplifies the steps needed to identify a linear pulse transfer function for the dynamic behavior of the granule liquid-to-solid ratio (%w/w) at the end of the granulation unit of a commercial ConsiGma(TM)-25 production line. Near-infrared spectroscopy was used to monitor the granule composition in-line. The outcome for both the tracking and regulator problem using either conventional or model predictive control was implemented and evaluated. Dynamic setpoints were correctly followed and an RMSE of 0.25%w/w with respect to the setpoint was obtained when inducing artificial disturbances. Important practical challenges were also tackled. Examples are fouling, computational limitations, and the limited flexibility of the automation software. Applying the proposed advanced process control solution offers an answer to upstream material flow rate deviations. (c) 2018 American Institute of Chemical Engineers AIChE J, 64: 2500-2514, 2018
引用
收藏
页码:2500 / 2514
页数:15
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