Title :
Multistate PCA for continuous processes
Author :
Dunia, Ricardo ; Kumar, Vipin ; Edgar, Thomas F. ; Blevins, Terry ; Wojsznis, Willy
Author_Institution :
Univ. of Texas at Austin, Austin, TX, USA
Abstract :
Multiway PCA and multiblock multiway PLS have significantly enhanced process monitoring of batch processes by providing expected trajectory profiles for process variables along the batch duration. However, continuous processes lack of an equivalent technology because of their flexible operations and undefined time duration. This work presents a novel methodology to define operating regions where continuous processes operate. Such operating regions are determined by special variables, named state variables. Transition trajectories between regions or states of operation are calculated to determine the most likely profile in terms of state variable changes. This methodology can be implemented in the context of empirical monitoring methods, named Multistate PCA. A case study that make use of CO2 capture process data shows how this methodology could enhance fault diagnostics and statistical monitoring for continuous processes.
Keywords :
batch processing (industrial); principal component analysis; process monitoring; CO2 capture process data; batch processes; continuous process; fault diagnostic; multiblock multiway PLS; multistate PCA; multiway PCA; process monitoring; state variables; statistical monitoring; transition trajectory; Batch production systems; Indexes; Monitoring; Principal component analysis; Throughput; Trajectory; Vectors;
Conference_Titel :
American Control Conference (ACC), 2012
Conference_Location :
Montreal, QC
Print_ISBN :
978-1-4577-1095-7
Electronic_ISBN :
0743-1619
DOI :
10.1109/ACC.2012.6314911