Comprehensive methodology for detection and diagnosis of oscillatory control loops

被引:55
作者
Karra, Srinivas [1 ]
Karim, M. Nazmul [1 ]
机构
[1] Texas Tech Univ, Dept Chem Engn, Lubbock, TX 79409 USA
关键词
Stiction detection and quantification; Limit cycles; Hammerstein modeling; Identification under non-stationary disturbances; VALVE STICTION; HAMMERSTEIN MODEL; PERFORMANCE ASSESSMENT; AUTOMATIC DETECTION; NONLINEAR-SYSTEMS; LEAST-SQUARES; IDENTIFICATION; COMPENSATION; QUANTIFICATION; ACTUATOR;
D O I
10.1016/j.conengprac.2009.02.015
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In recent years, significant research has been performed on control loop oscillation diagnosis; there are still many unresolved issues such as indecisive or wrong diagnostics for certain regions of process dynamics, failure in the case of multiple faults occurring simultaneously and, absence of quantification of root-cause. In this work, a novel methodology has been devised to bridge these gaps in oscillation diagnosis. Power Spectral Density (PSD) and Auto Correlation Function (ACF) based oscillation detection method followed by a model based approach for identifying and quantifying the root-cause of the oscillations is proposed. The application of each component of the algorithm is described with appropriate example cases. Finally, overall methodology is validated on industrial and simulation case studies for various cases of stiction, poor controller tuning, and external disturbances. (C) 2009 Elsevier Ltd. All rights reserved.
引用
收藏
页码:939 / 956
页数:18
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[31]   Quantifying the accuracy of Hammerstein model estimation [J].
Ninness, B ;
Gibson, S .
AUTOMATICA, 2002, 38 (12) :2037-2051
[32]   A qualitative shape analysis formalism for monitoring control loop performance [J].
Rengaswamy, R ;
Hägglund, T ;
Venkatasubramanian, V .
ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2001, 14 (01) :23-33
[33]   A comparison of techniques for automatic detection of stiction: simulation and application to industrial data [J].
Rossi, M ;
Scali, C .
JOURNAL OF PROCESS CONTROL, 2005, 15 (05) :505-514
[34]  
ROSSI M, 2004, IFAC DYC 7 INT C CAM
[35]  
Ruel M., 2000, Control Magazine
[36]  
SAELID S, 1983, P 22 IEEE C DEC CONT, V6, P1488
[37]   A simple method for detecting valve stiction in oscillating control loops [J].
Singhal, A ;
Salsbury, TI .
JOURNAL OF PROCESS CONTROL, 2005, 15 (04) :371-382
[38]   Stiction compensation in process control loops: A framework for integrating stiction measure and compensation [J].
Srinivasan, R ;
Rengaswamy, R .
INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH, 2005, 44 (24) :9164-9174
[39]   Control loop performance assessment. 1. A qualitative approach for stiction diagnosis [J].
Srinivasan, R ;
Rengaswamy, R ;
Miller, R .
INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH, 2005, 44 (17) :6708-6718
[40]   Control loop performance assessment. 2. Hammerstein model approach for stiction diagnosis [J].
Srinivasan, R ;
Rengaswamy, R ;
Narasimhan, S ;
Miller, R .
INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH, 2005, 44 (17) :6719-6728