Title :
On computing parameters to find direction of disturbance propagation using transfer entropy method
Author :
Marques, Vinicius M. ; Munaro, Celso J.
Author_Institution :
Dept. of Electr. Eng., Fed. Univ. of the Espirito Santo, Vitoria, Brazil
Abstract :
The problem of disturbance propagation in industrial process control loops has received considerable attention. Causes of plant-wide disturbances include non-linear limit cycles in control loops, controller interactions and tuning problems. Once oscilattions are detected, knowledge about cause and effect in control loops is fundamental for identifying the root causes. In [1], a method for calculating transfer entropy was proposed using five tuning parameters that were constant in all calculations. In this paper, two of these parameters were computed for each pair of variables, resulting in better conclusions about cause and effect relationships amongst the signals. The usefulness of our proposal is demonstrated through simulations and application to an industrial case.
Keywords :
entropy; nonlinear control systems; process control; disturbance propagation; industrial process control loops; nonlinear limit cycles; transfer entropy method; Companies; Entropy; Industries; Joints; Mutual information; Probability density function; Vectors; Transfer entropy; cause and effect relationship; disturbance propagation;
Conference_Titel :
Control and Automation (ICCA), 2011 9th IEEE International Conference on
Conference_Location :
Santiago
Print_ISBN :
978-1-4577-1475-7
DOI :
10.1109/ICCA.2011.6137959