Title :
Parameter Identification and Intersample Output Estimation for Dual-Rate Systems
Author :
Ding, Feng ; Liu, Peter X. ; Yang, Huizhong
Author_Institution :
Control Sci. & Eng. Res. Center, Jiangnan Univ., Wuxi
fDate :
7/1/2008 12:00:00 AM
Abstract :
In this paper, we derive a mathematical model for dual-rate systems and present a stochastic gradient identification algorithm to estimate the model parameters and an output estimation algorithm to compute the intersample outputs based on the dual-rate input-output data directly. Moreover, we investigate convergence properties of the parameter and intersample estimation, and we test the proposed algorithms with example systems, including an experimental water-level system.
Keywords :
gradient methods; parameter estimation; sampled data systems; stochastic processes; dual-rate sampled-data system; intersample output estimation; model parameter estimation; parameter identification; stochastic gradient identification algorithm; Convergence properties; dual-rate systems; identification; modeling; multirate systems; parameter estimation; simulation; stochastic gradient;
Journal_Title :
Systems, Man and Cybernetics, Part A: Systems and Humans, IEEE Transactions on
DOI :
10.1109/TSMCA.2008.923030