Title :
Performance comparison of adaptive and robust predictors for long range dependent signals
Author :
Boel, R.K. ; Mareels, I.M.Y. ; James, M.R.
Author_Institution :
Dept. of Electr. Eng., Ghent Univ., Belgium
Abstract :
In the context of long range dependent processes we compare robust and adaptive prediction/filtering. The intuitive observation that adaptation achieves optimality asymptotically and outperforms in the long run robust filtering is quantified through the estimation of convergence rates and levels of achievable performance
Keywords :
adaptive filters; adaptive signal processing; convergence; filtering theory; optimisation; prediction theory; stability; achievable performance levels; adaptive predictors; asymptotic optimality; convergence rate estimation; filtering; long-range dependent signals; robust filtering; robust predictors; Adaptive filters; Feedback loop; Information filtering; Information filters; Information technology; Parameter estimation; Power system modeling; Predictive models; Robust control; Robustness;
Conference_Titel :
Decision and Control, 2000. Proceedings of the 39th IEEE Conference on
Conference_Location :
Sydney, NSW
Print_ISBN :
0-7803-6638-7
DOI :
10.1109/CDC.2000.912735