A soft sensor based on nonlinear principal component analysis

International Conference on Machine Learning and Cybernetics

Volumn 2, Issue , 2003, Pages 707-710

  Zhao, Yu Hong ^a  

^a ZHEJIANG UNIVERSITY   (China)

Author keywords

Neural network; Nonlinear PCA; Soft sensor

Indexed keywords

CHEMICAL PLANTS; CORRELATION METHODS; FEEDFORWARD NEURAL NETWORKS; MATRIX ALGEBRA; PRINCIPAL COMPONENT ANALYSIS; REGRESSION ANALYSIS;

NONLINEAR PCA; SOFT SENSORS;

SENSORS;

EID: 1542316661     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (7)

1. Park S, Han C. A Nonlinear Soft Sensor Based on Multivariate Smoothing Procedure for Quality Estimation in Distillation Columns. Comput. Chem. Eng, 24: 871-877, 2000
2. Mejdell T, Skogestad S. Estimation of Distillation Compositions from Multiple Temperature Measurements Using Partial-Least-Squares Regression. Ind Eng Chem Res, 30(12): 2543-2555, 1991
3. Mejdell T, Skogestad S. Composition Estimator in a Pilot-Plant Distillation Column Using Multiple Temperature. Ind Eng Chem Res, 30(12): 2555-2564, 1991
4. Mejdell T, Skogestad S. Output Estimation Using Multiple Secondary Measurements: High-Purity Distillation. AIChE J, 39(10): 1641-1653, 1993
5. Willis M J, Massimo C DI, Montague G A, Tham M T, Morris A J. Artificial Neural Networks in Process Engineering. IEE Proceedings-D, 138(3): 256-266, 1991
6. Willis M J, Montague G A, Massimo C DI, Tham M T, Morris A J. Artificial Neural Networks in Process Estimation and Control. Automatica, 28(6): 1181-1187, 1992
7. Doymaz F, Chen J, Romagnoli J A, Palazoglu A. A Robust Strategy for Real-Time Process Monitoring. J. of Process Control, 11: 343-359, 2001