Soft sensors for product quality monitoring in debutanizer distillation columns

被引:260
作者
Fortuna, L
Graziani, S
Xibilia, MG
机构
[1] Univ Catania, Dipartimento Elettr Elettron & Sistemist, I-95125 Catania, Italy
[2] Univ Messina, Dipartimento Matemat, I-98166 Messina, Italy
关键词
distillation columns; monitoring; neural-network models; product quality; soft sensing;
D O I
10.1016/j.conengprac.2004.04.013
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The paper deals with the design of neural based soft sensors to improve product quality monitoring and control in a refinery by estimating the stabilized gasoline concentration (C5) in the top flow and the butane (C4) concentration in the bottom flow of a debutanizer column, on the basis of a set of available measurements. Three-step predictive dynamic neural models were implemented in order to evaluate in real time the top and bottom product concentrations in the column. The soft sensors designed overcome the great time delay introduced by the corresponding gas chromatograph, giving on-line estimations that are suitable for monitoring and control purposes. (C) 2004 Elsevier Ltd. All rights reserved.
引用
收藏
页码:499 / 508
页数:10
相关论文
共 19 条
[1]  
ARENA P, 1995, P 7 IMACS IFAC S LSS
[2]   A PREDICTION-ERROR AND STEPWISE-REGRESSION ESTIMATION ALGORITHM FOR NONLINEAR-SYSTEMS [J].
BILLINGS, SA ;
VOON, WSF .
INTERNATIONAL JOURNAL OF CONTROL, 1986, 44 (03) :803-822
[3]  
BILLINGSLEY SA, 1986, INT J CONTROL, V44, P244
[4]  
BOZZANCA C, 1999, P 3 INT ICSC S INT I, P391
[5]   REPRESENTATIONS OF NON-LINEAR SYSTEMS - THE NARMAX MODEL [J].
CHEN, S ;
BILLINGS, SA .
INTERNATIONAL JOURNAL OF CONTROL, 1989, 49 (03) :1013-1032
[6]  
Cybenko G., 1989, Mathematics of Control, Signals, and Systems, V2, P303, DOI 10.1007/BF02551274
[7]   Soft sensors development for on-line bioreactor state estimation [J].
de Assis, AJ ;
Maciel, R .
COMPUTERS & CHEMICAL ENGINEERING, 2000, 24 (2-7) :1099-1103
[8]  
FORTUNA L, 2001, ADV TK CONT SIGN PRO, P1
[9]   Comparative study of black-box and hybrid estimation methods in fed-batch fermentation [J].
James, S ;
Legge, R ;
Budman, H .
JOURNAL OF PROCESS CONTROL, 2002, 12 (01) :113-121
[10]   INPUT OUTPUT PARAMETRIC MODELS FOR NON-LINEAR SYSTEMS .1. DETERMINISTIC NON-LINEAR SYSTEMS [J].
LEONTARITIS, IJ ;
BILLINGS, SA .
INTERNATIONAL JOURNAL OF CONTROL, 1985, 41 (02) :303-328