论文信息 - On the Coherence Among The Multitude of System Identification Methods

On the Coherence Among The Multitude of System Identification Methods

Abstract To many engineers and scientists, "experts" as well as non-experts in identification, this field presents itself still as "a bag of tricks" due to the great variety of methods advocated by numerous authors. Yet a multitude of methods can be presented as elements in a coherent picture, particularly for model-representations that are linear-in-the-parameters. Such methods can be recognized as belonging to one of three related classes, with specific properties. This leads to increased insight and to new, practical estimation schemes, adaptable for a wide variety of situations.

P. Eykhoff

[1] Karl Johan Åström,et al. On the Achievable Accuracy in Identification Problems , 1967 .

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

[3] V. Strejc,et al. LEAST SQUARES AND REGRESSION METHODS , 1981 .

[4] V. K. Jain,et al. A comparative analysis of various least-squares identification algorithms , 1980, Autom..

[5] V. Peterka. BAYESIAN APPROACH TO SYSTEM IDENTIFICATION , 1981 .

[6] P. Eykhoff,et al. Information Theory and Identification – An Account of an Effective Interaction , 1982 .

[7] P. Eykhoff. System identification: approach to a coherent picture through template functions , 1980 .

[8] Mf Ponomarenko,et al. Information theory and identification , 1981 .

[9] R. Ward,et al. Notes on the instrumental variable method , 1977 .

[10] A. Ivakhnenko. Heuristic self-organization in problems of engineering cybernetics , 1970 .

[11] G A Bekey,et al. Analysis of errors in parameter estimation with application to physiological systems. , 1980, The American journal of physiology.