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
相关论文
共 50 条
  • [41] Multi-loop Control System Design for Biodiesel Process using Waste Cooking Oil
    Patle, Dipesh S.
    Ahmad, Z.
    Rangaiah, G. P.
    [J]. 3RD INTERNATIONAL CONFERENCE ON SCIENCE & ENGINEERING IN MATHEMATICS, CHEMISTRY AND PHYSICS 2015 (SCITECH 2015), 2015, 622
  • [42] Compensators design for bumpless switching in aero-engine multi-loop control system
    Liu, Xiaofeng
    Luo, Chenshuang
    Xiong, Liuqi
    [J]. ASIAN JOURNAL OF CONTROL, 2022, 24 (05) : 2665 - 2678
  • [43] A multi-loop control strategy and parameter design for current-source PWM rectifiers
    Guo, Qiang
    Liu, Heping
    Peng, Donglin
    Liu, Qing
    Zhang, Yi
    [J]. Zhongguo Dianji Gongcheng Xuebao/Proceedings of the Chinese Society of Electrical Engineering, 2015, 35 (05): : 1193 - 1202
  • [44] Price-Based Adaptive Scheduling in Multi-Loop Control Systems With Resource Constraints
    Molin, Adam
    Hirche, Sandra
    [J]. IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2014, 59 (12) : 3282 - 3295
  • [45] SYNTHESIS OF MULTI-LOOP AUTOMATIC-CONTROL SYSTEMS WITH ALLOWANCE FOR POSSIBLE CONTROLLER BREAKDOWN
    GUSEV, YM
    ZAINASHEV, NK
    ILYASOV, BG
    KRYMSKII, VG
    [J]. AUTOMATION AND REMOTE CONTROL, 1977, 38 (02) : 192 - 197
  • [46] Decentralized unconditional stability conditions based on the passivity theorem for multi-loop control systems
    Zhang, WZ
    Bao, J
    Lee, PL
    [J]. INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH, 2002, 41 (06) : 1569 - 1578
  • [47] Robust multi-mode flight control design for an unmanned helicopter based on multi-loop structure
    Hong-qiang Wang
    Ashfaq Ahmad Mian
    Dao-bo Wang
    Hai-bin Duan
    [J]. International Journal of Control, Automation and Systems, 2009, 7 : 723 - 730
  • [48] Robust Multi-mode Flight Control Design for an Unmanned Helicopter Based on Multi-loop Structure
    Wang, Hong-qiang
    Mian, Ashfaq Ahmad
    Wang, Dao-bo
    Duan, Hai-bin
    [J]. INTERNATIONAL JOURNAL OF CONTROL AUTOMATION AND SYSTEMS, 2009, 7 (05) : 723 - 730
  • [49] Where Freshness Matters in the Control Loop: Mixed Age-of-Information and Event-Based Co-Design for Multi-Loop Networked Control Systems
    Mamduhi, Mohammad H.
    Champati, Jaya Prakash
    Gross, James
    Johansson, Karl H.
    [J]. JOURNAL OF SENSOR AND ACTUATOR NETWORKS, 2020, 9 (03)
  • [50] DECISION SUPPORTING SYSTEM FOR THE DESIGN OF CONTROL-SYSTEMS FOR DISTILLATION-COLUMNS
    REMBERG, C
    INTEMANN, K
    FETT, FN
    WOZNY, G
    [J]. COMPUTERS & CHEMICAL ENGINEERING, 1994, 18 : S409 - S413