Some asymptotic results in recursive identification using Laguerre models

• Frequency domain expressions for the quality of recursively identified Laguerre models are presented. These models generalize finite impulse response (FIR) models by using a priori information about the dominating time constants of the system to be identified. Expressions for the model quality are derived under the assumptions that the system varies slowly, that the model is updated slowly, and that the model order is high. The model quality is evaluated by investigating the properties of the estimated transfer function, and explicit expressions for the mean square error (MSE) of the transfer function, and explicit expressions for the mean square error of the transfer function estimate are derived.

Ämnesord

TEKNIK OCH TEKNOLOGIER  -- Elektroteknik och elektronik -- Reglerteknik (hsv//swe)

ENGINEERING AND TECHNOLOGY  -- Electrical Engineering, Electronic Engineering, Information Engineering -- Control Engineering (hsv//eng)

Nyckelord

Control Systems - Estimation

Control Systems

Time Varying - Identification

Mathematical Techniques - Frequency Domain Analysis

Mathematical Techniques - Transfer Functions

Laguerre Models

Mean Square Error Estimation

Recursive Identification

Systems Science and Cybernetics

TECHNOLOGY

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