Title :
An algorithm for non-parametric model identification and curve fitting
Author :
Huang, Yi-Pai ; Yongxuan Huang ; Huang, Yi-Pai
Author_Institution :
Comput. Lab., Oxford Univ., UK
Abstract :
In this paper, a new algorithm for non-parametric model identification and curve fitting is presented. The discrete impulse response function of a linear system is first estimated by using M-sequence, which enable the real-time robust control. Then, the discrete curve is fitted into some continuous functions using a hierarchy fitting strategy. The experiments show high precision of the algorithm. Besides, the formula we give in this approach can be used as the scale model formula for the H∞ control system design
Keywords :
H∞ control; curve fitting; identification; linear systems; real-time systems; robust control; transient response; H∞ control; curve fitting; discrete impulse response; hierarchy fitting; identification; linear system; nonparametric model; real-time system; robust control; Control system synthesis; Correlation; Curve fitting; Data engineering; Data storage systems; Laboratories; Linear systems; Real time systems; Robust control; Systems engineering and theory;
Conference_Titel :
Systems, Man, and Cybernetics, 1998. 1998 IEEE International Conference on
Conference_Location :
San Diego, CA
Print_ISBN :
0-7803-4778-1
DOI :
10.1109/ICSMC.1998.727532
