Title :
Multistate PLS for continuous processes
Author :
Dunia, Ricardo ; Edgar, Thomas F. ; Blevins, Terry ; Wojsznis, Willy
Author_Institution :
Dept. of Chem. Eng., Univ. of Texas at Austin, Austin, TX, USA
Abstract :
Batch process monitoring methods, such as multiway PCA and multiblock multiway PLS, make use of time profiles to define expected process variable trajectories for statistical process control. Nevertheless, continuous process counterpart methods of desired process variable profiles have not been developed, nor addressed in the literature. This work presents a novel methodology to define multiple operating points around which continuous processes operate. Process operating regions are divided into multiple states of operation and shifts in operating conditions are captured by special variables, named state variables. Transition trajectories between states are calculated to determine the most likely path between states. This methodology can be implemented in the context of empirical monitoring methods, named Multistate PLS. A case study shows how this methodology enhances fault diagnostics and statistical monitoring of continuous processes.
Keywords :
batch processing (industrial); fault diagnosis; process monitoring; statistical process control; batch process monitoring methods; continuous process statistical monitoring; fault diagnostics; multiblock multiway PLS; multistate PLS; operation multiple states; process operating regions; process variable trajectory; shift multiple states; state variables; statistical process control; time profiles; transition trajectory; Batch production systems; Monitoring; Process control; Standards; Steady-state; 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.2012.6314700