A new nonlinear discrete-time observer design method with linearizable error dynamics

The present research study provides a concrete set of conditions under which a nonlinear discrete-time observer exists that induces linear estimation error dynamics for nonlinear discrete-time continuous (C0) systems. The problem under consideration is mathematically addressed through the existence of a homeomorphism in the state space that maps the orbits of a linear system with an output injection onto the observing system, which indicates the existence of an invariant attracting manifold for the extended system. Within this framework, the discrete-time version of the well-known Hartman-Grobman Theorem can be naturally reproduced as a special case. The performance of the proposed nonlinear discrete-time observer is evaluated using a nonlinear dynamical chaotic system of the Lozi-type.

[1]  A. Crisanti,et al.  Products of random matrices in statistical physics , 1993 .

[2]  Torsten Lilge,et al.  On Observer Design for Non-linear Discrete-Time Systems , 1998, Eur. J. Control.

[3]  J. Hale,et al.  Dynamics and Bifurcations , 1991 .

[4]  MingQing Xiao,et al.  The global existence of nonlinear observers with linear error dynamics: A topological point of view , 2006, Syst. Control. Lett..

[5]  Kwanghee Nam,et al.  Observer design for nonlinear discrete-time systems , 1990, 29th IEEE Conference on Decision and Control.

[6]  V. Loreto,et al.  Data compression and learning in time sequences analysis , 2002, cond-mat/0207321.

[7]  A. Krener,et al.  Nonlinear observers with linearizable error dynamics , 1985 .

[8]  Costas Kravaris,et al.  Discrete-time nonlinear observer design using functional equations , 2001 .

[9]  C. Kravaris,et al.  Nonlinear observer design using Lyapunov's auxiliary theorem , 1997, Proceedings of the 36th IEEE Conference on Decision and Control.

[10]  Costas Kravaris,et al.  Nonlinear discrete-time observer design with linearizable error dynamics , 2003, IEEE Trans. Autom. Control..

[11]  Wei Lin,et al.  Remarks on linearization of discrete-time autonomous systems and nonlinear observer design , 1995 .

[12]  MingQing Xiao,et al.  A direct method for the construction of nonlinear discrete-time observer with linearizable error dynamics , 2006, IEEE Transactions on Automatic Control.

[13]  M. Boutayeb,et al.  A reduced-order observer for non-linear discrete-time systems , 2000 .

[14]  Henk Nijmeijer,et al.  Nonlinear discrete-Time Synchronization via Extended observers , 2001, Int. J. Bifurc. Chaos.

[15]  Dragan Nesic,et al.  A framework for nonlinear sampled-data observer design via approximate discrete-time models and emulation , 2004, Autom..

[16]  A. Krener Approximate linearization by state feedback and coordinate change , 1984 .

[17]  J. Grizzle,et al.  Observer design for nonlinear systems with discrete-time measurements , 1995, IEEE Trans. Autom. Control..

[18]  Dorothée Normand-Cyrot,et al.  On the observer design in discrete-time , 2003, Syst. Control. Lett..

[19]  D. Bestle,et al.  Canonical form observer design for non-linear time-variable systems , 1983 .

[20]  Arthur J. Krener,et al.  Linearization by output injection and nonlinear observers , 1983 .

[21]  J. W. GRIZZLEt Sampled-data Observer Error Linearization , 2022 .