Improved principal component monitoring of large-scale processes

Journal of Process Control - Tập 14 - Trang 879-888 - 2004
Uwe Kruger1, Yiqi Zhou1,2, George W Irwin1
1Intelligent Systems and Control Research Group, School of Electrical and Electronic Engineering, Queen's University of Belfast, Ashby Building, Stranmillis Road, Belfast, N. Ireland BT9 5AH, UK
2School of Mechanical Engineering, Shandong University, 250061 Jinan, PR China

Tài liệu tham khảo

J.F. MacGregor, T.E. Marlin, J.V. Kresta, B. Skagerberg, Multivariate statistical methods in process analysis and control, in: AIChE Symposium Proceedings of the 4th International Conference on Chemical Process Control, New York, AIChE Publication, No. P-67, 1991, pp. 79–99 Wise, 1996, The process chemometrics approach to process monitoring and fault detection, Journal of Process Control, 6, 329, 10.1016/0959-1524(96)00009-1 Kruger, 2001, Extended pis approach for enhanced condition monitoring of industrial processes, AIChE Journal, 47, 2076, 10.1002/aic.690470918 Wold, 1987, Principal component analysis, Chemometrics and Intelligent Laboratory Systems, 2, 37, 10.1016/0169-7439(87)80084-9 Ku, 1995, Disturbance rejection and isolation by dynamic principal component analysis, Chemometrics and Intelligent Laboratory Systems, 30, 179, 10.1016/0169-7439(95)00076-3 Downs, 1993, A plant-wide industrial-process control problem, Computers and Chemical Engineering, 17, 245, 10.1016/0098-1354(93)80018-I Jackson, 1980, Principal components and factor analysis: Part i: Principal components, Journal of Quality Control, 12, 201 Kresta, 1991, Multivariate statistical monitoring of process operating performance, The Canadian Journal of Chemical Engineering, 69, 35, 10.1002/cjce.5450690105 Box, 1994 Liu, 1992 Akaike, 1974, A new look at the statistical model identification, IEEE Transactions on Automatic Control, AC-19, 667, 10.1109/TAC.1974.1100707 Schwarz, 1978, Estimating the model dimension, Annals of Statistics, 6, 461, 10.1214/aos/1176344136 Rissanen, 1978, Modelling by shortest data description, Automatica, 14, 465, 10.1016/0005-1098(78)90005-5 Chow, 1972, On estimating the orders of an autoregressive moving average process with uncertain observations, IEEE Transactions on Automatic Control, 17, 707, 10.1109/TAC.1972.1100122 Cadzow, 1983, Singular-value decomposition approach to time series modeling, Proceedings of the Institution of Electrical Engineers Part F, 130, 202 Zhang, 1993, Singular value decomposition-based ma order determination of non-Gaussian arma models, IEEE Transactions on Signal Processing, 41, 2657, 10.1109/78.229896 Ribeiro, 1991, Ld2-arma identification algorithm, IEEE Transactions on Signal Processing, 39, 1822, 10.1109/78.91153 Broersen, 1998, The quality of models for arma processes, IEEE Transactions on Signal Processing, 46, 1749, 10.1109/78.678516 Hannan, 1980, The estimation of the order of an arma process, Annals of Statistics, 8, 1071, 10.1214/aos/1176345144 Pauler, 1998, The Schwarz criterion and related methods for normal linear models, Biometrika, 85, 13, 10.1093/biomet/85.1.13 Lyman, 1995, Plant-wide control of the Tennessee Eastman problem, Computers and Chemical Engineering, 19, 321, 10.1016/0098-1354(94)00057-U