Design of multi-loop control systems for distillation columns: review of past and recent mathematical tools

被引:5
|
作者
Kim, Changsoo [2 ]
Shah, Manas [3 ]
Sahlodin, Ali M. [1 ]
机构
[1] Amirkabir Univ Technol, Dept Chem Engn, Proc Syst Engn Lab, POB 15875-4413, Tehran, Iran
[2] Seoul Natl Univ, Sch Chem & Biol Engn, Inst Chem Proc, Seoul, South Korea
[3] Simulat Plus Inc, Lancaster, CA USA
来源
CHEMICAL PRODUCT AND PROCESS MODELING | 2022年 / 17卷 / 02期
关键词
control structure selection; distillation column; inferential control; machine learning; multi-loop PID control; CONTROL-STRUCTURE SELECTION; SUPPORT VECTOR REGRESSION; STABILIZING CONTROL-STRUCTURES; INTERNAL-MODEL CONTROL; DIVIDING WALL COLUMNS; ANN-BASED ESTIMATOR; INFERENTIAL CONTROL; SOFT SENSOR; CONTROL STRATEGIES; PLANTWIDE CONTROL;
D O I
10.1515/cppm-2020-0070
中图分类号
TQ [化学工业];
学科分类号
0817 ;
摘要
Design of a control structure in distillation columns involves selecting proper sets of manipulated and controlled variables (often including tray temperatures for inferential control of product compositions) and one-to-one pairing between the two sets. In this paper, various mathematical tools for achieving this goal are reviewed. First, traditional methods such as Singular Value Decomposition (SVD) and Relative Gain Array (RGA) that build upon a simplified steady-state or dynamic model of the column are explored. The role of optimization in systematizing the control design procedures is also investigated. Then, more recent inferential control techniques that rely on statistical methods such as Principal Component Regression (PCR), Partial Least Squares Regression (PLSR), and other machine learning techniques such as Artificial Neural Networks (ANN) and Support Vector Machine Regression (SVMR) are discussed extensively. The discussions include newer distillation technologies with complex configurations such as dividing-wall columns. Finally, the use of process simulators in aiding the control structure design of distillation columns is surveyed.
引用
收藏
页码:171 / 197
页数:27
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