Experimental Application of Real-Time Optimization with Modifier Adaptation and Quadratic Approximation to a Reactive Extrusion Process

被引:1
作者
Cegla, Maximilian [1 ]
Fage, Aleksandra [2 ]
Kemmerling, Simon [2 ]
Engell, Sebastian [1 ]
机构
[1] TU Dortmund, Proc Dynam & Operat Grp, D-44227 Dortmund, Germany
[2] Fraunhofer Inst Chem Technol ICT, D-76327 Pfinztal, Germany
关键词
Real-Time Optimization; Modifier Adaptation; Plant-Model Mismatch; Economic Optimization; Application; MAWQA; Reactive Extrusion; Polymer Production; MODEL-PREDICTIVE CONTROL;
D O I
10.1016/j.ifacol.2023.10.720
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this contribution, Real-Time Optimization with Modifier Adaptation and Quadratic Approximation (MAWQA) is experimentally applied to a pilot-scale 18 mm reactive extruder for the production of hydrophobically modified ethoxylated urethanes which are used as rheological paint additives. Standard model-based control is in this application not applicable because of the complex coupling of the chemical reaction, complex internal flows within the equipment, and a high sensitivity to external disturbances. The optimization is performed with the goal to minimize the specific energy requirement for the product by changing the overall throughput and the barrel temperature locally while meeting a hard constraint on the product quality. The product quality is determined by the viscosity of the product which is measured online with a capillary viscometer. In contrast to other work, the MAWQA method is applied here purely data-based without using a physical model. Despite the absence of a rigorous model, the method converged to the optimum after 6 initial probing moves and 4 iterations where the product quality constraints were already met. Copyright (c) 2023 The Authors. This is an open access article under the CC BY-NC-ND license (https://creativecommons.org/licenses/by-nc-nd/4.0/)
引用
收藏
页码:6150 / 6155
页数:6
相关论文
共 15 条
[1]   Insight Into Solventless Production of Hydrophobically Modified Ethoxylated Urethanes (HEURs): The Role of Moisture Concentration, Reaction Temperature, and Mixing Efficiency [J].
Bampouli, Ariana ;
Tzortzi, Ioanna ;
de Schutter, Anthony ;
Xenou, Konstantina ;
Michaud, Guillaume ;
Stefanidis, Georgios D. ;
Van Gerven, Tom .
ACS OMEGA, 2022, 7 (41) :36567-36578
[2]   Optimization and Scale-Up of Twin-Screw Reactive Extrusion: The Case of EVA Transesterification [J].
Berzin, F. ;
David, C. ;
Vergnes, B. .
INTERNATIONAL POLYMER PROCESSING, 2020, 35 (05) :422-428
[3]  
Cegla M, 2022, COMPUT-AIDED CHEM EN, V51, P1189, DOI [10.1016/B978-0-323-95879-0.50199-5, DOI 10.1016/B978-0-323-95879-0.50199-5]
[4]   Adaptation strategies for real-time optimization [J].
Chachuat, B. ;
Srinivasan, B. ;
Bonvin, D. .
COMPUTERS & CHEMICAL ENGINEERING, 2009, 33 (10) :1557-1567
[5]   Mechanistic modeling of modular co-rotating twin-screw extruders [J].
Eitzlmayr, Andreas ;
Koscher, Gerold ;
Reynolds, Gavin ;
Huang, Zhenyu ;
Booth, Jonathan ;
Shering, Philip ;
Khinast, Johannes .
INTERNATIONAL JOURNAL OF PHARMACEUTICS, 2014, 474 (1-2) :157-176
[6]   Feedback control for optimal process operation [J].
Engell, Sebastian .
JOURNAL OF PROCESS CONTROL, 2007, 17 (03) :203-219
[7]   A reliable modifier-adaptation strategy for real-time optimization [J].
Gao, Weihua ;
Wenzel, Simon ;
Engell, Sebastian .
COMPUTERS & CHEMICAL ENGINEERING, 2016, 91 :318-328
[8]   Iterative set-point optimization of batch chromatography [J].
Gao, WH ;
Engell, S .
COMPUTERS & CHEMICAL ENGINEERING, 2005, 29 (06) :1401-1409
[9]   Control-relevant model identification of reactive extrusion processes [J].
Garge, Swapnil C. ;
Wetzel, Mark D. ;
Ogunnaike, Babatunde A. .
JOURNAL OF PROCESS CONTROL, 2012, 22 (08) :1457-1467
[10]   Modifier-Adaptation Methodology for Real-Time Optimization [J].
Marchetti, A. ;
Chachuat, B. ;
Bonvin, D. .
INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH, 2009, 48 (13) :6022-6033