Application of offset-free Koopman-based model predictive control to a batch pulp digester

被引:55
作者
Son, Sang Hwan [1 ]
Choi, Hyun-Kyu [1 ]
Kwon, Joseph Sang-Il [1 ]
机构
[1] Texas A&M Univ, Artie McFerrin Dept Chem Engn, College Stn, TX 77840 USA
关键词
extended dynamic mode decomposition; kinetic Monte Carlo simulation; Koopman model predictive control; kraft pulping; offset-free model predictive control; pulp digester; INFERENTIAL CONTROL; DYNAMICAL-SYSTEMS; NONLINEAR-SYSTEMS; KAPPA-NUMBER; DECOMPOSITION; OPERATOR; STABILIZATION; REDUCTION; STATE;
D O I
10.1002/aic.17301
中图分类号
TQ [化学工业];
学科分类号
0817 ;
摘要
This work presents the application of a Koopman operator approach to a batch pulp digester. To manufacture paper products with desired properties, it is essential to consider both macroscopic and microscopic attributes of pulp. However, the complexity of multiscale dynamics of pulping processes hinders proper control system design. Therefore, we utilize extended dynamic mode decomposition (EDMD), which is based on Koopman operator theory, to derive a global linear representation of a pulp digester. Then, we design an offset-free Koopman-based model predictive control (KMPC) system to regulate the Kappa number and cell wall thickness (CWT) of fibers at a batch pulp digester while compensating for the influence of plant-model mismatch and disturbance during operation. The numerical experiments demonstrate that the linear state-space model, obtained via EDMD, properly predicts the behavior of a batch pulp digester, and the designed offset-free KMPC system successfully drives the Kappa number and CWT to set-point values.
引用
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页数:16
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