Title :
Adaptive observers with projection operator and L1 adaptive controllers for infinite dimensional systems
Author :
Natarajan, Vivek ; Bentsman, Joseph
Author_Institution :
MechSE Dept., Univ. of Illinois at Urbana-Champaign, Urbana, IL, USA
Abstract :
Adaptive observers with projection operator based parameter update laws are considered for a class of linear infinite dimensional systems with bounded input operator and full state measurement under constant and time-varying matched uncertainties. The L1 adaptive control architecture, introduced recently for finite dimensional plants to provide guaranteed transient performance via fast adaptation, is then extended to this class. Existence and uniqueness of solution to the closed loop system and asymptotic decay of the observation error are established. Under certain assumptions on the transfer function and on the solution to the Lyapunov inequality, the L1 architecture is analyzed and uniform bounds on the state and control signal are established. Two examples, a heat equation and a wave equation, satisfying the assumptions are presented.
Keywords :
Lyapunov methods; adaptive control; closed loop systems; linear systems; mathematical operators; multidimensional systems; observers; time-varying systems; transfer functions; uncertain systems; L1 adaptive controllers; Lyapunov inequality; adaptive observers; asymptotic decays; bounded input operator; closed loop system; constant matched uncertainties; control signal; finite-dimensional plants; full-state measurement; heat equation; linear infinite dimensional systems; observation error; projection operator-based parameter; time-varying matched uncertainties; transfer function; transient performance; uniform bounds; wave equation; Adaptive control; Equations; Filtering theory; Observers; Time varying systems; Uncertainty; L1-adaptive control; Projection; adaptive observers; coercivity; well-posedness;
Conference_Titel :
American Control Conference (ACC), 2012
Conference_Location :
Montreal, QC
Print_ISBN :
978-1-4577-1095-7
Electronic_ISBN :
0743-1619
DOI :
10.1109/ACC.2012.6315680