Title :
Parallel coordinates plotting as a method in process control hazard identification
Author :
Comfort, James R. ; Warner, Thomas R. ; Vargo, Erik P. ; Bass, Ellen J.
Author_Institution :
Syst. & Inf. Eng. Dept., Univ. of Virginia, Charlottesville, VA, USA
Abstract :
Abnormal events in process plants waste billions of dollars annually. Taking advantage of plant operators´ perceptual capabilities in the hazard identification process could enhance the aiding provided by other decision support systems. Parallel coordinate plotting allows the visualization of multidimensional data by making apparent geometric patterns that exist in the data sets. This work investigates the use of parallel coordinate plotting in anomalous process control applications. Approaches utilizing the software packages CVE and CPM as decision support tools are explored. These approaches with CVE and CPM are carried out in a case study on historical plant processing data. CVE is used to identify normal plant operating conditions and construct a “best operating zone” that can be loaded into CPM. CPM can then read in real-time or historical data and indicate (i.e, generate alarms) if the plant is leaving normal operating conditions and also recommend mitigation strategies to return the plant to normal operating conditions. CPM´s alarms are evaluated as an effective method for determining the onset of a hazard event. Advantages and limitations of CVE and CPM as a decision support are identified through the case study. The results are discussed in the context of the static case study and the need for simulations is highlighted.
Keywords :
data visualisation; decision support systems; hazards; industrial plants; process control; production engineering computing; software packages; CPM alarm; CVE; decision support system; historical plant processing data; mitigation strategy; multidimensional data visualization; parallel coordinates plot; process control hazard identification; process plant; software package; Data visualization; Decision support systems; Hazards; Process control; Real time systems; Software packages;
Conference_Titel :
Systems and Information Engineering Design Symposium (SIEDS), 2011 IEEE
Conference_Location :
Charlottesville, VA
Print_ISBN :
978-1-4577-0446-8
DOI :
10.1109/SIEDS.2011.5876862