Title :
A class of nonlinear game-theoretic filters and controllers using a dissipative approach
Author :
Jang, Jinsheng ; Speyer, Jason L.
Author_Institution :
Dept. of Mech. Aerosp. & Nucl. Eng., California Univ., Los Angeles, CA, USA
Abstract :
For a class of nonlinear time-varying systems, a stable nonlinear game-theoretic filter (GTF), which solves the disturbance attenuation problem, is obtained with a dissipative approach. For such nonlinear functions (modifiable nonlinearities), the estimation error propagates almost linearly. A sufficient condition to render the dissipative inequality satisfied for the GTF with respect to the worst strategy for the process and sensor disturbances is derived. The filter gain is obtained from a Riccati differential equation (RDE) which results from bounding the dissipative inequality. The design parameters are then scaling coefficients multiplying the weighting matrices in the RDE. Then, a sufficient condition for the GTF to be asymptotically stable is derived and shown to be sufficient for the GTF to be dissipative. The disturbance attenuation property is implied by the dissipativity of the GTF. Next, for a class of dynamical system with modifiable nonlinear measurement functions but linear dynamics, an implementable stabilizing time-varying, nonlinear game-theoretic controller (GTC) is derived by bounding the dissipative inequality of the feedback control. Its structure is assumed from a natural modification, to accommodate the modifiable nonlinearity, of the corresponding linear quadratic game problem. Sufficient conditions for dissipativity and internal stability are obtained provided two coupled RDE are satisfied. These RDEs are somewhat modified from those obtained from the corresponding linear quadratic problem
Keywords :
Riccati equations; control system synthesis; filtering theory; game theory; nonlinear control systems; nonlinear differential equations; nonlinear filters; stability; stability criteria; time-varying systems; Riccati differential equation; asymptotic stability; dissipative approach; dissipative inequality bounds; disturbance attenuation problem; feedback control; internal stability; linear estimation error propagation; linear quadratic game problem; modifiable nonlinear measurement functions; stabilizing time-varying nonlinear game-theoretic controller; stable nonlinear game-theoretic filter; Attenuation; Differential equations; Estimation error; Filters; Linear feedback control systems; Linear matrix inequalities; Nonlinear dynamical systems; Riccati equations; Sufficient conditions; Time varying systems;
Conference_Titel :
Decision and Control, 1994., Proceedings of the 33rd IEEE Conference on
Conference_Location :
Lake Buena Vista, FL
Print_ISBN :
0-7803-1968-0
DOI :
10.1109/CDC.1994.410853