Statistical process monitoring with independent component analysis
Tóm tắt
Từ khóa
Tài liệu tham khảo
Cardoso, 1998, Blind signal separation: statistical principles, Proc. IEEE, 86, 2009, 10.1109/5.720250
Comon, 1994, Independent component analysis, a new concept, Signal Process., 36, 287, 10.1016/0165-1684(94)90029-9
Nomikos, 1994, Monitoring batch processes using multiway principal component analysis, AIChE J., 40, 1361, 10.1002/aic.690400809
Ku, 1995, Disturbance detection and isolation by dynamic principal component analysis, Chemom. Intell. Lab. Syst., 30, 179, 10.1016/0169-7439(95)00076-3
Wise, 1996, The process chemometrics approach to process monitoring and fault detection, J. Process Control, 6, 329, 10.1016/0959-1524(96)00009-1
Dong, 1996, Nonlinear principal component analysis-based on principal curves and neural networks, Comp. Chem. Eng., 20, 65, 10.1016/0098-1354(95)00003-K
Bakshi, 1998, Multiscale PCA with application to multivariate statistical process monitoring, AICHE J., 44, 1596, 10.1002/aic.690440712
Rosen, 1998, Disturbance detection in wastewater treatment plants, Water Sci. Technol., 37, 197, 10.1016/S0273-1223(98)00372-2
P. Teppola, Multivariate process monitoring of sequential process data––a chemometric approach, Ph.D. thesis, Lappeenranta Univ. of Tech., Finland, 1999
Li, 2000, Recursive PCA for adaptive process monitoring, J. Process Control, 10, 471, 10.1016/S0959-1524(00)00022-6
Hyvärinen, 2000, Independent component analysis: algorithms and applications, Neural Networks, 13, 411, 10.1016/S0893-6080(00)00026-5
Lee, 1998
Jackson, 1979, Control procedures for residuals associated with principal component analysis, Technometrics, 21, 341, 10.2307/1267757
Vigário, 1997, Extraction of ocular artifacts from EEG using independent component analysis, Electroencephal. Clinical Neurophysiol., 103, 395, 10.1016/S0013-4694(97)00042-8
Hastie, 2001
Hyvärinen, 1998, New approximations of differential entropy for independent component analysis and projection pursuit, Adv. Neural Inform. Process. Syst., 10, 273
Hyvärinen, 1999, Fast and robust fixed-point algorithms for independent component analysis, IEEE Trans. Neural Networks, 10, 626, 10.1109/72.761722
Hyvärinen, 1999, Survey on independent component analysis, Neural Comput. Surveys, 2, 94
Hyvärinen, 2001
Li, 2002, Dimension reduction of process dynamic trends using independent component analysis, Comp. Chem. Eng., 26, 467, 10.1016/S0098-1354(01)00773-6
Cheung, 1999, An empirical method to select dominant independent components in ICA time series analysis, Proc. Int. Joint Conf. Neural Networks, 3883, 10.1109/IJCNN.1999.830775
Back, 1997, A first application of independent component analysis to extracting structure from stock returns, Int. J. Neural Sys., 8, 473, 10.1142/S0129065797000458
Cardoso, 1993, Blind beamforming for non-Gaussian signals, IEEE Proc. F, 140, 362
Cheung, 2001, Independent component ordering in ICA time series analysis, Neurocomputing, 41, 145, 10.1016/S0925-2312(00)00358-1
Simoglou, 2002, Statistical performance monitoring of dynamic multivariate process using state space modeling, Comp. Chem. Eng., 26, 909, 10.1016/S0098-1354(02)00012-1
Martin, 1996, Non-parametric confidence bounds for process performance monitoring charts, J. Process Control, 6, 349, 10.1016/0959-1524(96)00010-8
Chen, 2000, The application of principal component analysis and kernel density estimation to enhance process monitoring, Control Eng. Pract., 8, 531, 10.1016/S0967-0661(99)00191-4
Silverman, 1986
Wand, 1995
MacGregor, 1994, Process monitoring and diagnosis by multiblock PLS methods, AIChE J., 40, 826, 10.1002/aic.690400509
C. Rosen, Monitoring wastewater treatment systems, MS Thesis, Lund Univ., Sweden, 1998
Westerhuis, 2000, Generalized contribution plots in multivariate statistical process monitoring, Chemom. Intell. Lab. Syst., 51, 95, 10.1016/S0169-7439(00)00062-9
Teppola, 1998, Principal component analysis, contribution plots and feature weights in the monitoring of sequential process data from a paper machine’s wet end, Chemom. Intell. Lab. Syst., 44, 307, 10.1016/S0169-7439(98)00188-9
C.K. Yoo, Process monitoring and control of biological wastewater treatment process, Ph.D. Thesis, POSTECH, Korea, 2002
M.N. Pons, H. Spanjers, U. Jeppsson, Towards a benchmark for evaluating control strategies in wastewater treatment plants by simulation, Escape 9, Budapest, 1999