Control loop performance assessment using detrended fluctuation analysis (DFA)

被引:63
作者
Srinivasan, B. [1 ]
Spinner, T. [1 ]
Rengaswamy, R. [1 ]
机构
[1] Texas Tech Univ, Dept Chem Engn, Lubbock, TX 79409 USA
关键词
Control loop performance assessment; Hurst exponent; Brownian motion; Minimum variance index;
D O I
10.1016/j.automatica.2012.04.003
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A new index is developed for assessing the performance of a single-input single-output (SISO) linear feedback control loop. The proposed metric is a specific scaling of the generalized Hurst exponent, computed through the method of detrended fluctuation analysis (DFA). We refer to this scaled exponent as the Hurst index. The new method compares favorably with the widely used minimum variance index (MVI), with both indices showing similar trends under changes in controller tunings during closed-loop simulations. The main advantage of the Hurst index over the MVI and other existing performance measures is that its determination does not require a priori knowledge of any loop parameters. Instead, computation of the index relies solely upon process output data collected during routine plant operation. Therefore, this new technique could potentially allow engineers to more efficiently identify problematic control loops. (C) 2012 Elsevier Ltd. All rights reserved.
引用
收藏
页码:1359 / 1363
页数:5
相关论文
共 16 条
[1]  
[Anonymous], 2001, AICHE S SER
[2]  
ASTROM K. J., 1970, Introduction to stochastic control
[3]   SELF-ORGANIZED CRITICALITY - AN EXPLANATION OF 1/F NOISE [J].
BAK, P ;
TANG, C ;
WIESENFELD, K .
PHYSICAL REVIEW LETTERS, 1987, 59 (04) :381-384
[4]  
Björklund S, 2003, 42ND IEEE CONFERENCE ON DECISION AND CONTROL, VOLS 1-6, PROCEEDINGS, P2502
[5]  
Box G., 1970, Control
[6]   An empirical examination of detrended fluctuation analysis for gait data [J].
Damouras, Sotirios ;
Chang, Matthew D. ;
Sejdic, Ervin ;
Chau, Tom .
GAIT & POSTURE, 2010, 31 (03) :336-340
[7]  
Derrick J K., 1997, P CHEM PROC CONTR C, P83
[8]  
Doyle F.J., 2000, IDENTIFICATION CONTR
[9]   Controller assessment for a class of non-linear systems [J].
Harris, T. J. ;
Yu, W. .
JOURNAL OF PROCESS CONTROL, 2007, 17 (07) :607-619
[10]   ASSESSMENT OF CONTROL LOOP PERFORMANCE [J].
HARRIS, TJ .
CANADIAN JOURNAL OF CHEMICAL ENGINEERING, 1989, 67 (05) :856-861