Title :
Indirect Measurements via a Polynomial Chaos Observer
Author :
Smith, Anton H C ; Monti, Antonello ; Ponci, Ferdinanda
Author_Institution :
Dept. of Electr. Eng., South Carolina Univ., Columbia, SC
fDate :
6/1/2007 12:00:00 AM
Abstract :
This paper proposes an innovative approach to designing algorithms for indirect measurements based on a polynomial chaos observer (PCO). A PCO allows the introduction and management of uncertainty in a process. The structure of this algorithm is based on the standard closed-loop structure of the observer that is originally introduced by Luenberger. This structure is extended here to formally include uncertainty in the measurement and in the model parameters. Possible applications of this structure are discussed
Keywords :
DC-DC power convertors; chaos; closed loop systems; measurement uncertainty; observers; polynomials; Kalman filtering; Luenberger; closed-loop structure; designing algorithms; indirect measurements; model parameters; polynomial chaos observer; state-space method; stochastic system; uncertainty management; Algorithm design and analysis; Chaos; Magnetic sensors; Measurement uncertainty; Observability; Observers; Polynomials; Shape; State estimation; Uncertain systems; Kalman filtering; observability; observers; state-space method; stochastic system; uncertainty;
Journal_Title :
Instrumentation and Measurement, IEEE Transactions on
DOI :
10.1109/TIM.2007.894914
