Title :
Performance studies on a “quasi-OBE” algorithm for real-time signal processing
Author :
Nagaraj, Shirish ; Gollamudi, Sridhar ; Deller, John R. ; Huang, Yih-Fang ; Kapoor, Samir
Author_Institution :
Dept. of Electr. Eng., Notre Dame Univ., IN, USA
Abstract :
A novel algorithm is studied for the identification of linear-in-parameters models. This technique is dubbed “Quasi-OBE” (QOBE) because it is based on the principles of optimal bounding ellipsoid (OBE) identification, but has other geometric and classic least-squares interpretations that enhance its interpretability and application potential. Convergence behavior of both the central point estimate and measures of the hyperellipsoidal membership-set will be discussed in general terms, particularly in comparison with several conventional OBE algorithms. The QOBE algorithm uses highly-selective updating and exhibits excellent tracking ability in time-varying environments
Keywords :
convergence of numerical methods; identification; least squares approximations; signal processing; time-varying systems; QOBE algorithm; central point estimate; convergence behavior; highly-selective updating; hyperellipsoidal membership-set; interpretability; least-squares interpretations; linear-in-parameters models; optimal bounding ellipsoid identification; quasi-OBE algorithm; real-time signal processing; time-varying environments; Control systems; Convergence; Covariance matrix; Ellipsoids; Error correction; Optimal control; Particle measurements; Signal processing; Signal processing algorithms; System identification;
Conference_Titel :
Circuits and Systems, 1997. Proceedings of the 40th Midwest Symposium on
Conference_Location :
Sacramento, CA
Print_ISBN :
0-7803-3694-1
DOI :
10.1109/MWSCAS.1997.662188