Practical aspects of process identification

After the presentation of various identification and parameter estimation methods in the previous papers, some selected practical aspects of process identification are discussed. This includes, for a given identification method, the steps from the design of experiments to the verification of the final model. Therefore a general procedure of process identification, the selection of input signals, the selection of the sampling time, off-line and on-line identification, comparison of parameter estimation methods, model order testing and model verification is presented. A short discussion on program packages for process identification follows.

[1]  Heinz Unbehauen,et al.  Tests for determining model order in parameter estimation , 1974, Autom..

[2]  Karl Johan Åström Maximum likelihood and prediction error methods , 1980, Autom..

[3]  Benjamin C. Kuo,et al.  Digital Control Systems , 1977 .

[4]  Karl Johan Åström,et al.  BOOK REVIEW SYSTEM IDENTIFICATION , 1994, Econometric Theory.

[5]  Lennart Ljung,et al.  Validation of Approximate Models Obtained from Prediction Error Identification , 1978 .

[6]  Vladimír Strejc,et al.  Least squares parameter estimation , 1979, Autom..

[7]  T. Söderström On model structure testing in system identification , 1977 .

[8]  Rolf Isermann,et al.  On-line identification of a heat exchanger with a process computer - A case study , 1977, Autom..

[9]  H. Rake,et al.  Step response and frequency response methods , 1980, Autom..

[10]  R. M. Staley,et al.  On input signal synthesis in parameter identification , 1970 .

[11]  Rolf Isermann,et al.  Two-Step Process Identification With Correlation Analysis and Least-Squares Parameter Estimation , 1974 .

[12]  K. Åström,et al.  Numerical Identification of Linear Dynamic Systems from Normal Operating Records , 1966 .

[13]  A.J.W. van den Boom,et al.  The determination of the orders of process-and noise dynamics , 1974, Autom..

[14]  Lennart Ljung,et al.  A theoretical analysis of recursive identification methods , 1978, Autom..

[15]  G. Saridis Comparison of six on-line identification algorithms , 1974, Autom..

[16]  Raman K. Mehra,et al.  Optimal input signals for parameter estimation in dynamic systems--Survey and new results , 1974 .

[17]  R. Isermann,et al.  Comparison of six on-line identification and parameter estimation methods , 1974, Autom..

[18]  Keith R. Godfrey,et al.  Correlation methods , 1980, Autom..