Semigroup approximation and robust stabilization of distributed parameter systems

Theoretical results that enable rigorous statements of convergence and exponential stability of Galerkin approximations of LQR controls for infinite dimensional, or distributed parameter, systems have proliferated over the past ten years. In addition, extensive progress has been made over the same time period in the derivation of robust control design strategies for finite dimensional systems. However, the study of the convergence of robust finite dimensional controllers to robust controllers for infinite dimensional systems remains an active area of research. We consider a class of soft-constrained differential games evolving in a Hilbert space. Under certain conditions, a saddle point control can be given in feedback form in terms of a solution to a Riccati equation. By considering a related LQR problem, we can show a convergence result for finite dimensional approximations of this differential game. This yields a computational algorithm for the feedback gain that can be derived from similar strategies employed in infinite dimensional LQR control design problems. The approach described in this paper also inherits the additional properties of stability robustness common to game theoretic methods in finite dimensional analysis. These theoretical convergence and stability results are verified in several numerical experiments.

[1]  A. Balakrishnan Applied Functional Analysis , 1976 .

[2]  A. Adamian,et al.  Approximation theory for linear-quadratic-Guassian optimal control of flexible structures , 1991 .

[3]  E. Zeidler Nonlinear Functional Analysis and Its Applications: II/ A: Linear Monotone Operators , 1989 .

[4]  J. S. Gibson,et al.  The Riccati Integral Equations for Optimal Control Problems on Hilbert Spaces , 1979 .

[5]  Maciejowsk Multivariable Feedback Design , 1989 .

[6]  Ruth F. Curtain,et al.  H/sub infinity /-control for distributed parameter systems: a survey , 1990, 29th IEEE Conference on Decision and Control.

[7]  Keith Glover,et al.  Robust control design using normal-ized coprime factor plant descriptions , 1989 .

[8]  E. Cavazzuti Convergence of equilibria in the theory of games , 1986 .

[9]  K. Ito,et al.  Linear quadratic optimal control problem for linear systems with unbounded input and output operators: numerical approximations , 1989 .

[10]  Karl Kunisch,et al.  The linear regulator problem for parabolic systems , 1984 .

[11]  Franz Kappel,et al.  An approximation theorem for the algebraic Riccati equation , 1990 .

[12]  I. G. Rosen On Hilbert-Schmidt norm convergence of Galerkin approximation for operator Riccati equations , 1988 .

[13]  J. S. Gibson An Analysis of Optimal Modal Regulation: Convergence and Stability , 1981 .

[14]  H. Attouch Variational convergence for functions and operators , 1984 .

[15]  Minimax regulators for evolution equations in Hilbert spaces, under indeterminacy conditions , 1987 .

[16]  Kazufumi Ito,et al.  Strong convergence and convergence rates of approximating solutions for algebraic riccati equations in Hilbert spaces , 1987 .