Parameter ranking by orthogonalization-Applied to nonlinear mechanistic models

Automatica

Volumn 44, Issue 1, 2008, Pages 278-281

  Lund, Berit Floor ^a,b   Foss, Bjarne A ^b  

^a SINTEF ICT   (Norway)

^b NORWEGIAN UNIVERSITY OF SCIENCE AND TECHNOLOGY   (Norway)

Author keywords

Decomposition methods; Parameter sensitivity; Sensitivity analysis

Indexed keywords

APPROXIMATION THEORY; DOMAIN DECOMPOSITION METHODS; MATHEMATICAL MODELS; PARAMETER ESTIMATION;

DECOMPOSITION METHODS; ORTHOGONALIZATION; PARAMETER RANKING; PARAMETER SENSITIVITY; SENSITIVITY MATRIX;

SENSITIVITY ANALYSIS;

EID: 37649008768     PISSN: 00051098     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.automatica.2007.04.006     Document Type: Article

References (12)

1. Belsley D.A. Conditioning diagnostics. Collinearity and weak data in regression (1991), Wiley, New York
2. Berntsen, H.E. (1977). Modelling, parameter estimation and identifiability in electrocadiology. PhD thesis, Norwegian Institute of Technology.
3. Brun R., Reichert P., and Kunsch H.R. Practical identifiability analysis of large environmental simulation models. Water Resources Research 37 4 (2001) 1015-1030
4. Foss B.A., and Wasb S.O. An integration scheme for stiff solid-gas reactor models. Computer Methods in Applied Mechanics and Engineering 190/45 (2001) 6009-6021
5. Golub G.H., and Van Loan C.F. Matrix computations. (3rd ed.) (1996), John Hopkins University Press, Baltimore, MD
6. Kanjilal P.P., Ballav P., and Saha G. Fast successive selection of variables in linear models using modified QR factorization. Electronics Letters 31 14 (1995) 1204-1205
7. Li R., Henson M.A., and Kurtz M.J. Selection of model parameters for off-line parameter estimation. IEEE Transactions on Control Systems and Technology 12 3 (2004) 402-412
8. Ljung L. System identification. Theory for the user (1999), Prentice-Hall, Englewood Cliffs, NJ
9. Lund B.F., Foss B.A., and LøvÅsen K.R. Analysis and characterization of complex reactor behaviour. A case study. Journal of Process Control 16 (2006) 711-718
10. Söderström T., and Stoica P. System identification (1989), Prentice-Hall, Englewood Cliffs, NJ
11. Strang G. Linear algebra and its applications. (3rd ed.) (1988), Saunders HBJC Publishers, Philadelphia
12. Weijers S.R., and Vanrolleghem P.A. Procedure for selecting best identifiable parameters in calibrating activated slugde model no. 1 to full-scale plant data. Water Science and Technology 36 5 (1997) 69-79