Fault detection and diagnosis for distillation column using two-tier model

被引:19
作者
Tian, Wen-De [1 ]
Sun, Su-Li [2 ]
Guo, Qing-Jie [1 ]
机构
[1] Qingdao Univ Sci & Technol, Coll Chem Engn, Qingdao 266042, Peoples R China
[2] Qingdao Univ Sci & Technol, Sch Polymer Sci & Engn, Qingdao 266042, Peoples R China
关键词
fault diagnosis; distillation; two-tier; parameter estimation; SYSTEMS;
D O I
10.1002/cjce.21795
中图分类号
TQ [化学工业];
学科分类号
081705 [工业催化];
摘要
In this paper, a two-tier model-based fault detection and diagnosis method for a distillation column is developed. It employs the nonlinear model developed earlier to monitor the distillation process and a corresponding linear model to identify an abnormal source when large deviations of measured values occur. The inner distillation fault parameters are estimated through linear least-square method based on the linear model. The proposed method is applied to the stripping tower in the Tennessee Eastman process simulator. Case studies demonstrate that the two-tier diagnosis structure effectively captures the variation of fault parameters and is more efficient than a pure nonlinear model-based structure.
引用
收藏
页码:1671 / 1685
页数:15
相关论文
共 17 条
[1]
Multi-linear model-based fault detection during process transitions [J].
Bhagwat, A ;
Srinivasan, R ;
Krishnaswamy, PR .
CHEMICAL ENGINEERING SCIENCE, 2003, 58 (09) :1649-1670
[2]
Experimental study and nonlinear modelling by artificial neural networks of a distillation column [J].
Chetouani Y. .
International Journal of Reliability and Safety, 2010, 4 (2-3) :265-284
[3]
Chiang L. H., 2003, FAULT DETECTION DIAG
[4]
Online fault diagnosis in nonlinear systems using the multiple operating regime approach [J].
Deshpande, Anjah P. ;
Patwardhan, Sachin C. .
INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH, 2008, 47 (17) :6711-6726
[5]
Reaction path synthesis methodology for waste minimization [J].
Hu, SY ;
Li, MH ;
Li, YR ;
Shen, JZ ;
Liu, Z .
SCIENCE IN CHINA SERIES B-CHEMISTRY, 2004, 47 (03) :206-213
[6]
Cascade closed-loop optimization and control of batch reactors [J].
Hua, XM ;
Rohani, S ;
Jutan, A .
CHEMICAL ENGINEERING SCIENCE, 2004, 59 (24) :5695-5708
[7]
Monitoring and handling of actuator faults in two-tier control systems for nonlinear processes [J].
Liu, Jinfeng ;
Ohran, Benjamin J. ;
Munoz de la Pena, David ;
Christofides, Panagiotis D. ;
Davis, James F. .
CHEMICAL ENGINEERING SCIENCE, 2010, 65 (10) :3179-3190
[8]
Fault diagnosis and fault tolerant control using reduced order models [J].
Manuja, Seerna ;
Narasimhan, Shankar ;
Patwardhan, Sachin .
CANADIAN JOURNAL OF CHEMICAL ENGINEERING, 2008, 86 (04) :791-803
[9]
MIN HK, 2008, KOREAN J CHEM ENG, V25, P947
[10]
Industrial application of a nonlinear model predictive control to polymerization reactors [J].
Seki, H ;
Ogawa, M ;
Ooyama, S ;
Akamatsu, K ;
Ohshima, M ;
Yang, W .
CONTROL ENGINEERING PRACTICE, 2001, 9 (08) :819-828