Title :
Covariance averaging in the analysis of uncertain systems
Author_Institution :
Dept. of Aeronaut. & Astronaut., MIT, Cambridge, MA
fDate :
12/1/1993 12:00:00 AM
Abstract :
The effects of parametric uncertainty in stable state-space systems are analyzed by averaging the state covariance over the statistics of the uncertain parameters. For natural frequency uncertainty, this computation is related to the Fourier transform of the probability density function of the uncertain parameter. Equipartition and incoherence are illustrated for a single-mode oscillator. Averaging over a discrete uncertainty model yields the Bourret design equations while averaging over a Cauchy uncertainty distribution yields the maximum-entropy covariance equation of D.C. Hyland (1982)
Keywords :
Fourier transforms; control system analysis; control system synthesis; probability; stability; state-space methods; Bourret design equations; Cauchy uncertainty distribution; Fourier transform; covariance averaging; equipartition; incoherence; maximum-entropy covariance equation; natural frequency uncertainty; parametric uncertainty; probability density function; single-mode oscillator; stable state-space systems; state covariance; Costs; Differential equations; Fourier transforms; Frequency; Probability density function; Space technology; State-space methods; Uncertain systems; Uncertainty; White noise;
Journal_Title :
Automatic Control, IEEE Transactions on