Title :
Linear system identification subject to colored noises in a networked environment
Author :
Liu, Xianen ; Wang, Jiandong
Author_Institution :
Coll. of Eng., Peking Univ., Beijing, China
Abstract :
This paper is a continuing study of our recent work (Wang, Zheng and Chen, 2009) on the identification of linear time-invariant systems working in a networked environment. The identification problem is formulated under the configuration of event-driven actuators subject to random network-induced delays and packet dropouts; the associated networked identification problem is to identify continuous-time linear time-invariant models, based on the general non-uniformly non-synchronized sampled data. This paper proposes a modified version of the refined instrumental variable (RIVC) method that can efficiently deal with colored process noises. The convergence proof of the modified RIVC method is provided to fill up a gap in theory. Simulation examples are presented to illustrate the effectiveness and convergence of the proposed method.
Keywords :
continuous time systems; delays; distributed control; linear systems; parameter estimation; random noise; colored process noise; continuous-time linear time-invariant system; event-driven actuator; networked identification problem; packet dropout; random network-induced delay; refined instrumental variable method; Convergence; Delay; Estimation; Instruments; Limiting; Mathematical model; Noise; Continuous-time system identification; convergence analysis; networked control systems;
Conference_Titel :
Intelligent Control and Automation (WCICA), 2010 8th World Congress on
Conference_Location :
Jinan
Print_ISBN :
978-1-4244-6712-9
DOI :
10.1109/WCICA.2010.5554484