Title :
Adaptive Projection-Based Observers and
Adaptive Controllers for Infinite-Dimensional Systems With Full-State Measurement
Author :
Natarajan, Vivek ; Bentsman, Joseph
Author_Institution :
Univ. of Illinois at Urbana-Champaign, Urbana, IL, USA
Abstract :
Adaptive observers using projection-operator-based parameter update laws are considered for a class of linear infinite-dimensional systems with bounded input operator and full state measurement and subject to time-varying matched uncertainties and disturbances. 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 using the proposed observers. Existence and uniqueness of solutions for the resulting closed loop system and uniform boundedness of the observation error are established first. Then, provided certain assumptions on the plant transfer function and the solution of a Lyapunov inequality hold, uniform guaranteed transient performance bounds on the plant state and control signal under the L1 architecture are derived. Two examples satisfying the assumptions-control of a heat equation and a wave equation-are presented. Reference input tracking simulation results for the heat equation under the L1 adaptive control subject to time-varying matched uncertainties and disturbances are presented in support of the theory.
Keywords :
Lyapunov methods; adaptive control; closed loop systems; linear systems; multidimensional systems; observers; transfer functions; uncertain systems; L1 adaptive controller architecture; Lyapunov inequality; adaptive projection-based observers; bounded input operator; closed loop system; disturbances; finite-dimensional plants; full-state measurement; guaranteed transient performance bounds; heat equation; linear infinite-dimensional systems; observation error; plant transfer function; projection-operator-based parameter update laws; reference input tracking simulation; time-varying matched uncertainty; wave equation; Adaptive control; Equations; Mathematical model; Observers; Transient analysis; Uncertainty; ${rm L}_{1}$ adaptive control; Adaptive observers; distributed parameter systems; guaranteed transient performance; projection operator; time-varying uncertainty;
Journal_Title :
Automatic Control, IEEE Transactions on
DOI :
10.1109/TAC.2013.2286731