On covariance function tests used in system identification
✍ Scribed by T. Söderström; P. Stoica
- Publisher
- Elsevier Science
- Year
- 1990
- Tongue
- English
- Weight
- 649 KB
- Volume
- 26
- Category
- Article
- ISSN
- 0005-1098
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✦ Synopsis
A study of the consequences of using estimated prediction errors (residuals) instead of true (unavailable) innovations in covariance-based model validation tests reveals that a larger risk of underfitting than expected is obtained if residuals are used instead of innovations, and suggests means for avoiding this by an appropriate design of test thresholds.
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## Abstract In this paper a novel method is described for the design of adaptive IIR filters used in system identification. the adaptive filter is implemented as a parallel connection of subsections whose transfer functions constitute a set of discrete orthogonal systems. the adaptation algorithm u